Due to the complete mess in the previous version of this project, I decide to restart it from beginning. After month spent in researching how to convert .mat to .csv, why I can't resize and save images in a single file, what is wrong with my model, back and forth on every step and skimming everything I could find about the Stanford Car Dataset, I decide it's time to start project from beggining, because I was obviosly stuck.
However, the differences this time, is that I found this different version of the dataset, which might be easier to work with, because I have devkit file, which fixed the broken .mat file, which I was struggling with
In this notebook, I will be developing a cutting-edge AI model that is capable of recognizing car images and outputting their corresponding make and model. To achieve this, I will be utilizing the reworked Stanford Car Dataset, which comprises over 16,000 high-quality car images, evenly split between training and testing data.
The primary goal of this model is to assist car enthusiasts and spotters who often capture unique and rare cars but struggle to identify their make and model. With the help of this advanced tool, they will be able to quickly and accurately identify any car by simply uploading an image, enhancing their overall car-spotting experience.
To train this AI model, I will be utilizing a state-of-the-art deep learning technique called Convolutional Neural Networks (CNNs). CNNs have demonstrated remarkable success in image classification tasks, making them a perfect choice for identifying the make and model of cars from their images.
In addition, I will explore the data using various techniques such as data visualization and statistical analysis to gain insights into the dataset's properties. I will also preprocess the data by resizing the images to a uniform size, converting them to RGB, and normalizing the pixel values to facilitate the training process.
Moreover, I will split the dataset into training, validation, and testing sets and train the model on the training set. I will then fine-tune the model using transfer learning techniques to further improve its accuracy. Finally, I will evaluate the model's performance on the testing set and make necessary adjustments to improve its accuracy.
Installing Kaggle, so I can import the database
!pip install -q kaggle
import os
import random
import numpy as np
import matplotlib.pyplot as plt
import pandas as pd
from PIL import Image
from sklearn.preprocessing import LabelEncoder
import scipy.io as sio
from scipy.io import loadmat
from keras.utils import to_categorical
from keras.layers import Dropout
import shutil
from matplotlib.patches import Rectangle
import cv2
from keras.preprocessing import image as image_utils
from keras.models import load_model
from tensorflow import keras
from keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, GlobalAveragePooling2D
from keras.optimizers import Adam
from keras.models import Sequential, Model
from sklearn import preprocessing
from pathlib import Path
import h5py
from keras.applications import VGG16
from keras.preprocessing.image import ImageDataGenerator
Before we begin, we need to establish a connection to Google Drive so that we can access and save the dataset locally after fetching it from Kaggle
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
No need to re-run, it's saved locally
# for some reason, you need to try at least once to download the dataset and fail, before it successfully creates the link to the API
!kaggle datasets download -d eduardo4jesus/stanford-cars-dataset
Traceback (most recent call last):
File "/usr/local/bin/kaggle", line 5, in <module>
from kaggle.cli import main
File "/usr/local/lib/python3.10/dist-packages/kaggle/__init__.py", line 23, in <module>
api.authenticate()
File "/usr/local/lib/python3.10/dist-packages/kaggle/api/kaggle_api_extended.py", line 164, in authenticate
raise IOError('Could not find {}. Make sure it\'s located in'
OSError: Could not find kaggle.json. Make sure it's located in /root/.kaggle. Or use the environment method.
# Link the API Token
!cp /content/drive/MyDrive/.kaggle/kaggle.json /root/.kaggle/
# download the dataset
!kaggle datasets download -d eduardo4jesus/stanford-cars-dataset
Downloading stanford-cars-dataset.zip to /content 99% 1.81G/1.82G [00:17<00:00, 112MB/s] 100% 1.82G/1.82G [00:17<00:00, 115MB/s]
Let's check where is the dataset
!ls
drive sample_data stanford-cars-dataset.zip
How we can see, we download the dataset as a zip file. In order to use it, we should unzip it.
!mkdir /content/drive/MyDrive/stanford-cars-dataset-v2
!unzip /content/stanford-cars-dataset.zip -d /content/drive/MyDrive/stanford-cars-dataset-v2
Streaming output truncated to the last 5000 lines.
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To make it easier for me, I will define all the paths here which I will use in the code after. This will help me, when I re-run my project to not have a variables, which I embedded in a code, where there is no need to run
devkit_path = Path('/content/drive/MyDrive/stanford-cars-dataset-v2/car_devkit/devkit')
train_path = Path('/content/drive/MyDrive/stanford-cars-dataset-v2/cars_train/cars_train')
test_path = Path('/content/drive/MyDrive/stanford-cars-dataset-v2/cars_test/cars_test')
os.listdir(devkit_path)
['README.txt', 'cars_meta.mat', 'cars_train_annos.mat', 'cars_test_annos.mat', 'eval_train.m', 'train_perfect_preds.txt']
readme_path = os.path.join(devkit_path, 'README.txt')
# Open and read the file
with open(readme_path, 'r') as file:
content = file.read()
# Print the file content
print(content)
This file gives documentation for the cars 196 dataset.
(http://ai.stanford.edu/~jkrause/cars/car_dataset.html)
----------------------------------------
Metadata/Annotations
----------------------------------------
Descriptions of the files are as follows:
-cars_meta.mat:
Contains a cell array of class names, one for each class.
-cars_train_annos.mat:
Contains the variable 'annotations', which is a struct array of length
num_images and where each element has the fields:
bbox_x1: Min x-value of the bounding box, in pixels
bbox_x2: Max x-value of the bounding box, in pixels
bbox_y1: Min y-value of the bounding box, in pixels
bbox_y2: Max y-value of the bounding box, in pixels
class: Integral id of the class the image belongs to.
fname: Filename of the image within the folder of images.
-cars_test_annos.mat:
Same format as 'cars_train_annos.mat', except the class is not provided.
----------------------------------------
Submission file format
----------------------------------------
Files for submission should be .txt files with the class prediction for
image M on line M. Note that image M corresponds to the Mth annotation in
the provided annotation file. An example of a file in this format is
train_perfect_preds.txt
Included in the devkit are a script for evaluating training accuracy,
eval_train.m. Usage is:
(in MATLAB)
>> [accuracy, confusion_matrix] = eval_train('train_perfect_preds.txt')
If your training predictions work with this function then your testing
predictions should be good to go for the evaluation server, assuming
that they're in the same format as your training predictions.
As you can see from above, in this dataset we have .mat files for classes names, train and test cases, which is better than previous, because I have also an instructions how to use it.
cars_meta = loadmat(devkit_path/'cars_meta.mat')
cars_train_annos = loadmat(devkit_path/'cars_train_annos.mat')
cars_test_annos = loadmat(devkit_path/'cars_test_annos.mat')
Here we will retrieve the classes from class_names column and saved them into labels variables, after we convert them into pandas Dataframe, with a single column named 'label'
labels = [c for c in cars_meta['class_names'][0]]
labels = pd.DataFrame(labels, columns=['labels'])
labels.head()
| labels | |
|---|---|
| 0 | AM General Hummer SUV 2000 |
| 1 | Acura RL Sedan 2012 |
| 2 | Acura TL Sedan 2012 |
| 3 | Acura TL Type-S 2008 |
| 4 | Acura TSX Sedan 2012 |
This code processes the annotations data from the cars_train_annos dictionary, creates a DataFrame with the specified column names, adjusts the class values and appends the file path to the fname column, and finally displays the first few rows of the resulting DataFrame.
frame = [[i.flat[0] for i in line] for line in cars_train_annos['annotations'][0]]
columns = ['bbox_x1', 'bbox_y1', 'bbox_x2', 'bbox_y2', 'class', 'fname']
df_train = pd.DataFrame(frame, columns=columns)
df_train['class'] = df_train['class']-1 # Python indexing starts on zero.
df_train['fname'] = [train_path/f for f in df_train['fname']] # Appending Path
df_train.head()
| bbox_x1 | bbox_y1 | bbox_x2 | bbox_y2 | class | fname | |
|---|---|---|---|---|---|---|
| 0 | 39 | 116 | 569 | 375 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... |
| 1 | 36 | 116 | 868 | 587 | 2 | /content/drive/MyDrive/stanford-cars-dataset-v... |
| 2 | 85 | 109 | 601 | 381 | 90 | /content/drive/MyDrive/stanford-cars-dataset-v... |
| 3 | 621 | 393 | 1484 | 1096 | 133 | /content/drive/MyDrive/stanford-cars-dataset-v... |
| 4 | 14 | 36 | 133 | 99 | 105 | /content/drive/MyDrive/stanford-cars-dataset-v... |
frame = [[i.flat[0] for i in line] for line in cars_test_annos['annotations'][0]]
columns = ['bbox_x1', 'bbox_y1', 'bbox_x2', 'bbox_y2', 'fname']
df_test = pd.DataFrame(frame, columns=columns)
df_test['fname'] = [test_path/f for f in df_test['fname']] # Appending Path
df_test.head()
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-50-abe6947102ff> in <cell line: 1>() ----> 1 frame = [[i.flat[0] for i in line] for line in cars_test_annos['annotations'][0]] 2 columns = ['bbox_x1', 'bbox_y1', 'bbox_x2', 'bbox_y2', 'fname'] 3 df_test = pd.DataFrame(frame, columns=columns) 4 df_test['fname'] = [test_path/f for f in df_test['fname']] # Appending Path 5 df_test.head() ValueError: no field of name annotations
After re-reading the README.txt file, I figure out that there are no labels for the cars_test_annos, so after the training I have to generate my model predictions as a txt file, and compra them with train_perfect_preds.txt
df_train = df_train.merge(labels, left_on='class', right_index=True)
df_train = df_train.sort_index()
df_train.head()
| bbox_x1 | bbox_y1 | bbox_x2 | bbox_y2 | class | fname | labels | |
|---|---|---|---|---|---|---|---|
| 0 | 39 | 116 | 569 | 375 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 1 | 36 | 116 | 868 | 587 | 2 | /content/drive/MyDrive/stanford-cars-dataset-v... | Acura TL Sedan 2012 |
| 2 | 85 | 109 | 601 | 381 | 90 | /content/drive/MyDrive/stanford-cars-dataset-v... | Dodge Dakota Club Cab 2007 |
| 3 | 621 | 393 | 1484 | 1096 | 133 | /content/drive/MyDrive/stanford-cars-dataset-v... | Hyundai Sonata Hybrid Sedan 2012 |
| 4 | 14 | 36 | 133 | 99 | 105 | /content/drive/MyDrive/stanford-cars-dataset-v... | Ford F-450 Super Duty Crew Cab 2012 |
Last time we had a problem, that the labels didn't correspond with actual car image, now let's check if that's the case again.
# Save to .csv
df_test.to_csv('/content/drive/MyDrive/stanford-cars-dataset-v2/data_test.csv', index=False)
# Returns (Image, title, rectangle patch) for drawing
def get_assets(df, i):
# Check if the DataFrame is df_train or df_test
is_train = df is df_train
# Set the folder path based on whether it's a training or testing DataFrame
folder = train_path if is_train else test_path
# Open the image using the file path from the DataFrame
image = Image.open(df['fname'][i])
# Set the title as the label if it's a training DataFrame, otherwise set it as 'Unclassified'
title = df['labels'][i] if is_train else 'Unclassified'
# Extract the bounding box coordinates and dimensions from the DataFrame
xy = df['bbox_x1'][i], df['bbox_y1'][i]
width = df['bbox_x2'][i] - df['bbox_x1'][i]
height = df['bbox_y2'][i] - df['bbox_y1'][i]
# Create a rectangle patch object to represent the bounding box
rect = Rectangle(xy, width, height, fill=False, color='r', linewidth=2)
# Return the image, title, and rectangle patch
return (image, title, rect)
def display_image(df, i):
# Get image, title, and rectangle patch using get_assets function
image, title, rect = get_assets(df, i)
# Print the title (label)
print(title)
# Display the image
plt.imshow(image)
# Turn off the axis
plt.axis('off')
# Set the title of the plot
plt.title(title)
# Add the rectangle patch to the plot
plt.gca().add_patch(rect)
# Generate a random index within the valid range of the DataFrame
random_index = random.randint(0, len(df_train) - 1)
# Call the display_image function with the random index
display_image(df_train, random_index)
Eagle Talon Hatchback 1998
As we can see, the labels are correct. If you are not a car fan, you can always google the model of the car, and see that it's correct :) Now let's display a range of images, to see if they are classified. Now let's do same for test dataframe
# Generate a random index within the valid range of the DataFrame
random_index = random.randint(0, len(df_train) - 1)
# Call the display_image function with the random index
display_image(df_test, random_index)
Unclassified
def display_random_cars(df, num_cars=5):
random_indices = random.sample(range(len(df)), num_cars) # Generate 5 random indices
fig, ax = plt.subplots(num_cars, figsize=(15, 5*num_cars))
for i, idx in enumerate(random_indices):
im, title, rect = get_assets(df, idx)
sub = ax[i]
sub.imshow(im)
sub.axis('off')
sub.set_title(title)
sub.add_patch(rect)
plt.show()
display_random_cars(df_train, num_cars=5)
number = 13 # Desired class number
display(df_train[df_train['class'] == number])
| bbox_x1 | bbox_y1 | bbox_x2 | bbox_y2 | class | fname | labels | |
|---|---|---|---|---|---|---|---|
| 0 | 39 | 116 | 569 | 375 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 16 | 39 | 52 | 233 | 150 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 410 | 52 | 47 | 586 | 260 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 466 | 47 | 92 | 209 | 178 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 887 | 7 | 51 | 253 | 156 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 1084 | 90 | 53 | 460 | 257 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 1209 | 19 | 123 | 618 | 354 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 1231 | 150 | 87 | 472 | 289 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 1402 | 16 | 41 | 399 | 300 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 1879 | 120 | 324 | 890 | 731 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 2006 | 24 | 16 | 454 | 304 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 2473 | 182 | 155 | 1743 | 951 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 2597 | 40 | 38 | 224 | 155 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 2765 | 131 | 234 | 1411 | 896 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 2895 | 25 | 98 | 591 | 353 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 2947 | 98 | 133 | 333 | 250 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 3054 | 1 | 26 | 201 | 112 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 3288 | 172 | 227 | 644 | 432 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 3546 | 118 | 131 | 575 | 336 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 3589 | 2 | 35 | 262 | 142 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 3749 | 137 | 567 | 3038 | 1771 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 3803 | 12 | 36 | 254 | 170 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 3817 | 96 | 82 | 709 | 468 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 3837 | 13 | 30 | 251 | 156 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 4013 | 2 | 91 | 196 | 198 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 4427 | 2 | 49 | 637 | 405 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 4536 | 160 | 203 | 1363 | 810 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 4594 | 33 | 8 | 210 | 100 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 4670 | 241 | 244 | 1408 | 928 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 4752 | 53 | 103 | 483 | 379 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 5115 | 32 | 42 | 584 | 347 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 5264 | 8 | 28 | 1005 | 616 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 5265 | 40 | 66 | 269 | 164 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 5856 | 32 | 39 | 232 | 143 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 6226 | 32 | 111 | 630 | 431 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 6585 | 44 | 62 | 555 | 294 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 6599 | 29 | 6 | 271 | 168 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 6844 | 90 | 40 | 628 | 365 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 6856 | 17 | 27 | 207 | 98 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 7376 | 26 | 50 | 253 | 146 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 7422 | 16 | 142 | 384 | 292 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 7585 | 18 | 33 | 190 | 117 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
| 7764 | 71 | 35 | 587 | 375 | 13 | /content/drive/MyDrive/stanford-cars-dataset-v... | Audi TTS Coupe 2012 |
Now let's check what is the distribution of the cars.
# Group the DataFrame 'df_train' by 'labels' and count the occurrences of each label
freq_labels = df_train.groupby('labels').count()[['class']]
# Rename the column 'class' to 'count' for clarity
freq_labels = freq_labels.rename(columns={'class': 'count'})
# Sort the DataFrame 'freq_labels' by the 'count' column in descending order
freq_labels = freq_labels.sort_values(by='count', ascending=False)
# Display the top few rows of the sorted DataFrame
freq_labels.head()
| count | |
|---|---|
| labels | |
| GMC Savana Van 2012 | 68 |
| Chrysler 300 SRT-8 2010 | 49 |
| Mercedes-Benz 300-Class Convertible 1993 | 48 |
| Mitsubishi Lancer Sedan 2012 | 48 |
| Jaguar XK XKR 2012 | 47 |
This is the top 5 cars and models, which we have most of images of. This means the might be bias to them, since we are going to train on them.
freq_labels.head(50).plot.bar(figsize=(15,10)) # Plotting a bar chart with the 50 most frequent labels
plt.xticks(rotation=90) # Rotate the x-axis labels by 90 degrees
plt.xlabel("Cars") # Set the x-axis label as "Cars"
plt.ylabel("Count") # Set the y-axis label as "Count"
Text(0, 0.5, 'Count')
And those are the 50s most cars we have in the dataset. Now let's save df_train locally as .csv file.
df_train.to_csv('/content/drive/MyDrive/stanford-cars-dataset-v2/data_train.csv', index=False)
# Run if df_train is not recognised
df_train = pd.read_csv('/content/drive/MyDrive/stanford-cars-dataset-v2/data_train.csv')
# Run if df_test is not recognised
df_test = pd.read_csv('/content/drive/MyDrive/stanford-cars-dataset-v2/data_test.csv')
Let's first test with a few rows if the code will work. Otherwise, I have to wait for all of the 8000 images, until I see if everything is sucessful.
# Create a subset for testing
df_train_subset = df_train[:10]
# Initialize arrays for storing processed images and labels
images_train = []
labels_train = []
# Initialize counters
proceeded = 0
skipped = 0
def load_and_process_image(file_path, bbox):
try:
# Open the image file
img = Image.open(file_path)
# Crop the image using bounding box
img = img.crop((bbox[0], bbox[1], bbox[2], bbox[3]))
# Convert the image to RGB (3 channels)
img = img.convert('RGB')
# Resize the image
img = img.resize((224, 224))
# Convert the image to numpy array and normalize it
img = np.array(img) / 255.0
return img
except FileNotFoundError:
# Return None if image can't be opened
return None
# Loop over the subset and process each image
for idx, row in df_train_subset.iterrows():
bbox = [row['bbox_x1'], row['bbox_y1'], row['bbox_x2'], row['bbox_y2']]
img = load_and_process_image(row['fname'], bbox)
if img is not None:
images_train.append(img)
labels_train.append(row['class'])
proceeded += 1
else:
skipped += 1
print(f"Total images processed: {proceeded}")
print(f"Total images skipped: {skipped}")
# Convert lists to numpy arrays
images_train = np.array(images_train)
labels_train = np.array(labels_train)
# Print shapes to check
print(images_train.shape)
print(labels_train.shape)
# Save the processed images and labels to a single file
np.save('/content/drive/MyDrive/stanford-cars-dataset-v2/images_train.npy', images_train)
np.save('/content/drive/MyDrive/stanford-cars-dataset-v2/labels_train.npy', labels_train)
Total images processed: 10 Total images skipped: 0 (10, 224, 224, 3) (10,)
Everything is fine, let's process with the full dataset. However, all of dataset is too much for collab, I will be processing on smaller batches
def load_and_process_image(file_path, bbox):
try:
# Open the image file
img = Image.open(file_path)
# Crop the image using bounding box
img = img.crop((bbox[0], bbox[1], bbox[2], bbox[3]))
# Convert the image to RGB (3 channels)
img = img.convert('RGB')
# Resize the image
img = img.resize((224, 224))
# Convert the image to numpy array and normalize it
img = np.array(img) / 255.0
return img
except FileNotFoundError:
# Return None if image can't be opened
return None
def process_images_in_batches(df, batch_size=1000):
# Initialize arrays for storing processed images and labels
images = []
labels = []
# Initialize counters
proceeded = 0
skipped = 0
batch_no = 0
# Loop over the dataframe and process each image
for idx, row in df.iterrows():
bbox = [row['bbox_x1'], row['bbox_y1'], row['bbox_x2'], row['bbox_y2']]
img = load_and_process_image(row['fname'], bbox)
if img is not None:
images.append(img)
labels.append(row['class'])
proceeded += 1
else:
skipped += 1
# If the batch size is reached, save the images and labels to a numpy file
if (idx + 1) % batch_size == 0 or (idx + 1) == len(df):
# Convert lists to numpy arrays
images = np.array(images)
labels = np.array(labels)
# Save the processed images and labels to a single file
np.save(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy', images)
np.save(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy', labels)
# Clear the lists to free up memory
images = []
labels = []
batch_no += 1
print(f"Total images processed: {proceeded}")
print(f"Total images skipped: {skipped}")
# Call the function on your training dataframe
process_images_in_batches(df_train)
Total images processed: 7835 Total images skipped: 309
The above function didn't make it through the end, but still I have half of the data, so I will just work with it - 4000 images is still good.
images_train = np.load('/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train/images_train_batch_3.npy')
labels_train = np.load('/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train/labels_train_batch_3.npy')
print(images_train.shape)
print(labels_train.shape)
(977, 224, 224, 3) (977,)
Shape looks good for all of the files, now let's process the test images.
def load_and_process_image(file_path, bbox):
try:
# Open the image file
img = Image.open(file_path)
# Crop the image using bounding box
img = img.crop((bbox[0], bbox[1], bbox[2], bbox[3]))
# Convert the image to RGB (3 channels)
img = img.convert('RGB')
# Resize the image
img = img.resize((224, 224))
# Convert the image to numpy array and normalize it
img = np.array(img) / 255.0
return img
except FileNotFoundError:
# Return None if image can't be opened
return None
def process_images_in_batches(df, data_type='train', batch_size=1000):
# Initialize arrays for storing processed images and labels
images = []
labels = []
# Initialize counters
proceeded = 0
skipped = 0
batch_no = 0
# Loop over the dataframe and process each image
for idx, row in df.iterrows():
bbox = [row['bbox_x1'], row['bbox_y1'], row['bbox_x2'], row['bbox_y2']]
img = load_and_process_image(row['fname'], bbox)
if img is not None:
images.append(img)
labels.append(row['class'])
proceeded += 1
else:
skipped += 1
# If the batch size is reached, save the images and labels to a numpy file
if (idx + 1) % batch_size == 0 or (idx + 1) == len(df):
# Convert lists to numpy arrays
images = np.array(images)
labels = np.array(labels)
# Save the processed images and labels to a single file
np.save(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_{data_type}_v2/images_{data_type}_batch_{batch_no}.npy', images)
np.save(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_{data_type}_v2/labels_{data_type}_batch_{batch_no}.npy', labels)
# Clear the lists to free up memory
images = []
labels = []
batch_no += 1
print(f"Total images processed: {proceeded}")
print(f"Total images skipped: {skipped}")
# Process the testing data
process_images_in_batches(df_test, data_type='test')
Total images processed: 7862 Total images skipped: 134
On the process I ran out of drive storage and avaialble free GPU resources. The training will take days for training with CPU, so I bought 100 compute units
IT TURNS OUT THAT A THE TEST DATA DOESN'T HAVE A LABELS AND THE CONNECTIONS WHICH I MADE EARLIER (WHICH I DELETED) ARE WRONG, BECAUSE I CONNECT THE TRAIN DATASET LABELS TO TEST. I MIGHT GENERATED LABELSTEST...NPY, BUT I WOULND'T USE THEM SINCE THEY ARE TOTALLY WRONG
# Define a function to load batch data
def load_batch_data(batch_no):
images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
return images_train, labels_train
# Load the VGG16 network, ensuring the head FC layer sets are left off
baseModel = VGG16(weights="imagenet", include_top=False, input_shape=(224, 224, 3))
# Construct the head of the model that will be placed on top of the base model
headModel = baseModel.output
headModel = GlobalAveragePooling2D()(headModel)
headModel = Dense(512, activation="relu")(headModel)
headModel = Dropout(0.5)(headModel)
headModel = Dense(196, activation="softmax")(headModel)
# Place the head FC model on top of the base model (this will become the actual model to train)
model = Model(inputs=baseModel.input, outputs=headModel)
# Freeze the baseModel
for layer in baseModel.layers:
layer.trainable = False
# Compile the model (this needs to be done after setting layers to non-trainable)
model.compile(optimizer=Adam(lr=1e-4), loss='sparse_categorical_crossentropy', metrics=['accuracy'])
# Train the head of the network for a few epochs (this requires less computational resources)
for batch_no in range(9):
images_train, labels_train = load_batch_data(batch_no)
model.fit(images_train, labels_train, epochs=10)
# Now we'll unfreeze some of the top layers of the base model for fine-tuning
for layer in baseModel.layers[-4:]:
layer.trainable = True
# We'll use a lower learning rate during fine-tuning
model.compile(optimizer=Adam(lr=1e-5), loss='sparse_categorical_crossentropy', metrics=['accuracy'])
# Continue training for a few more epochs
for batch_no in range(9, 18):
images_train, labels_train = load_batch_data(batch_no)
model.fit(images_train, labels_train, epochs=40)
# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5 58889256/58889256 [==============================] - 0s 0us/step
/usr/local/lib/python3.10/dist-packages/keras/optimizers/legacy/adam.py:117: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead. super().__init__(name, **kwargs)
Epoch 1/10 31/31 [==============================] - 608s 20s/step - loss: 5.4697 - accuracy: 0.0021 Epoch 2/10 31/31 [==============================] - 608s 20s/step - loss: 5.3785 - accuracy: 0.0010 Epoch 3/10 31/31 [==============================] - 613s 20s/step - loss: 5.3369 - accuracy: 0.0072 Epoch 4/10 31/31 [==============================] - 626s 20s/step - loss: 5.2925 - accuracy: 0.0134 Epoch 5/10 31/31 [==============================] - 605s 20s/step - loss: 5.2572 - accuracy: 0.0072 Epoch 6/10 31/31 [==============================] - 605s 19s/step - loss: 5.2397 - accuracy: 0.0165 Epoch 7/10 31/31 [==============================] - 606s 20s/step - loss: 5.2154 - accuracy: 0.0124 Epoch 8/10 31/31 [==============================] - 606s 20s/step - loss: 5.1812 - accuracy: 0.0083 Epoch 9/10 31/31 [==============================] - 605s 20s/step - loss: 5.1723 - accuracy: 0.0114 Epoch 10/10 31/31 [==============================] - 606s 20s/step - loss: 5.1577 - accuracy: 0.0145 Epoch 1/10 29/29 [==============================] - 581s 20s/step - loss: 5.3397 - accuracy: 0.0022 Epoch 2/10 29/29 [==============================] - 588s 20s/step - loss: 5.2903 - accuracy: 0.0129 Epoch 3/10 29/29 [==============================] - 580s 20s/step - loss: 5.2320 - accuracy: 0.0151 Epoch 4/10 29/29 [==============================] - 578s 20s/step - loss: 5.2165 - accuracy: 0.0151 Epoch 5/10 29/29 [==============================] - 581s 20s/step - loss: 5.1766 - accuracy: 0.0129 Epoch 6/10 29/29 [==============================] - 582s 20s/step - loss: 5.1606 - accuracy: 0.0205 Epoch 7/10 29/29 [==============================] - 581s 20s/step - loss: 5.1303 - accuracy: 0.0183 Epoch 8/10 29/29 [==============================] - 576s 20s/step - loss: 5.1194 - accuracy: 0.0194 Epoch 9/10 29/29 [==============================] - 568s 20s/step - loss: 5.1189 - accuracy: 0.0205 Epoch 10/10 29/29 [==============================] - 562s 19s/step - loss: 5.0909 - accuracy: 0.0162 Epoch 1/10 31/31 [==============================] - 601s 19s/step - loss: 5.2861 - accuracy: 0.0061 Epoch 2/10 2/31 [>.............................] - ETA: 9:13 - loss: 5.2911 - accuracy: 0.0156
Really low accuracy during training. Evrything seems fine, but I think the problem might be in the learning rate lr, so let's stick with something simpler
# Define a function to load batch data
def load_batch_data(batch_no):
images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
return images_train, labels_train
# Define a simple model
model = Sequential()
model.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(224, 224, 3)))
model.add(Conv2D(32, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))
model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))
model.add(Conv2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))
model.add(Flatten())
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(196, activation='softmax')) # 196 is the number of classes
# Compile the model with a lower learning rate
model.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])
# Train the model with each batch
for batch_no in range(9):
images_train, labels_train = load_batch_data(batch_no)
model.fit(images_train, labels_train, epochs=30)
# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Epoch 1/30 31/31 [==============================] - 18s 187ms/step - loss: 5.3858 - accuracy: 0.0052 Epoch 2/30 31/31 [==============================] - 5s 154ms/step - loss: 5.2544 - accuracy: 0.0134 Epoch 3/30 31/31 [==============================] - 5s 158ms/step - loss: 5.2362 - accuracy: 0.0062 Epoch 4/30 31/31 [==============================] - 5s 157ms/step - loss: 5.2048 - accuracy: 0.0165 Epoch 5/30 31/31 [==============================] - 5s 157ms/step - loss: 5.1225 - accuracy: 0.0186 Epoch 6/30 31/31 [==============================] - 5s 162ms/step - loss: 4.9321 - accuracy: 0.0445 Epoch 7/30 31/31 [==============================] - 5s 160ms/step - loss: 4.4876 - accuracy: 0.0951 Epoch 8/30 31/31 [==============================] - 5s 166ms/step - loss: 3.6950 - accuracy: 0.2327 Epoch 9/30 31/31 [==============================] - 5s 168ms/step - loss: 2.7562 - accuracy: 0.3816 Epoch 10/30 31/31 [==============================] - 5s 163ms/step - loss: 1.7089 - accuracy: 0.6112 Epoch 11/30 31/31 [==============================] - 5s 165ms/step - loss: 1.0015 - accuracy: 0.7549 Epoch 12/30 31/31 [==============================] - 5s 165ms/step - loss: 0.6353 - accuracy: 0.8428 Epoch 13/30 31/31 [==============================] - 5s 165ms/step - loss: 0.4090 - accuracy: 0.9111 Epoch 14/30 31/31 [==============================] - 5s 167ms/step - loss: 0.2954 - accuracy: 0.9317 Epoch 15/30 31/31 [==============================] - 5s 165ms/step - loss: 0.2252 - accuracy: 0.9328 Epoch 16/30 31/31 [==============================] - 5s 166ms/step - loss: 0.2052 - accuracy: 0.9545 Epoch 17/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1596 - accuracy: 0.9576 Epoch 18/30 31/31 [==============================] - 5s 165ms/step - loss: 0.1503 - accuracy: 0.9607 Epoch 19/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1557 - accuracy: 0.9586 Epoch 20/30 31/31 [==============================] - 5s 169ms/step - loss: 0.1222 - accuracy: 0.9690 Epoch 21/30 31/31 [==============================] - 5s 177ms/step - loss: 0.1101 - accuracy: 0.9710 Epoch 22/30 31/31 [==============================] - 5s 176ms/step - loss: 0.1265 - accuracy: 0.9607 Epoch 23/30 31/31 [==============================] - 5s 168ms/step - loss: 0.1248 - accuracy: 0.9628 Epoch 24/30 31/31 [==============================] - 5s 168ms/step - loss: 0.0824 - accuracy: 0.9772 Epoch 25/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0852 - accuracy: 0.9835 Epoch 26/30 31/31 [==============================] - 5s 166ms/step - loss: 0.1022 - accuracy: 0.9700 Epoch 27/30 31/31 [==============================] - 5s 169ms/step - loss: 0.1001 - accuracy: 0.9762 Epoch 28/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0847 - accuracy: 0.9741 Epoch 29/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0465 - accuracy: 0.9876 Epoch 30/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0602 - accuracy: 0.9866 Epoch 1/30 29/29 [==============================] - 8s 262ms/step - loss: 5.9195 - accuracy: 0.0086 Epoch 2/30 29/29 [==============================] - 5s 162ms/step - loss: 5.0540 - accuracy: 0.0378 Epoch 3/30 29/29 [==============================] - 5s 166ms/step - loss: 4.1135 - accuracy: 0.1629 Epoch 4/30 29/29 [==============================] - 5s 168ms/step - loss: 2.2764 - accuracy: 0.4865 Epoch 5/30 29/29 [==============================] - 5s 169ms/step - loss: 0.8376 - accuracy: 0.8134 Epoch 6/30 29/29 [==============================] - 5s 173ms/step - loss: 0.4310 - accuracy: 0.8932 Epoch 7/30 29/29 [==============================] - 5s 170ms/step - loss: 0.2710 - accuracy: 0.9342 Epoch 8/30 29/29 [==============================] - 5s 169ms/step - loss: 0.1419 - accuracy: 0.9633 Epoch 9/30 29/29 [==============================] - 5s 172ms/step - loss: 0.1073 - accuracy: 0.9730 Epoch 10/30 29/29 [==============================] - 5s 168ms/step - loss: 0.0629 - accuracy: 0.9849 Epoch 11/30 29/29 [==============================] - 5s 169ms/step - loss: 0.0750 - accuracy: 0.9784 Epoch 12/30 29/29 [==============================] - 5s 170ms/step - loss: 0.0917 - accuracy: 0.9741 Epoch 13/30 29/29 [==============================] - 5s 168ms/step - loss: 0.0563 - accuracy: 0.9871 Epoch 14/30 29/29 [==============================] - 5s 170ms/step - loss: 0.0597 - accuracy: 0.9849 Epoch 15/30 29/29 [==============================] - 5s 169ms/step - loss: 0.0608 - accuracy: 0.9817 Epoch 16/30 29/29 [==============================] - 5s 167ms/step - loss: 0.0559 - accuracy: 0.9860 Epoch 17/30 29/29 [==============================] - 5s 171ms/step - loss: 0.0672 - accuracy: 0.9795 Epoch 18/30 29/29 [==============================] - 5s 168ms/step - loss: 0.0516 - accuracy: 0.9795 Epoch 19/30 29/29 [==============================] - 5s 168ms/step - loss: 0.0610 - accuracy: 0.9795 Epoch 20/30 29/29 [==============================] - 5s 172ms/step - loss: 0.0471 - accuracy: 0.9892 Epoch 21/30 29/29 [==============================] - 5s 169ms/step - loss: 0.0260 - accuracy: 0.9946 Epoch 22/30 29/29 [==============================] - 5s 170ms/step - loss: 0.0331 - accuracy: 0.9914 Epoch 23/30 29/29 [==============================] - 5s 170ms/step - loss: 0.0455 - accuracy: 0.9871 Epoch 24/30 29/29 [==============================] - 5s 169ms/step - loss: 0.0513 - accuracy: 0.9871 Epoch 25/30 29/29 [==============================] - 5s 171ms/step - loss: 0.0287 - accuracy: 0.9903 Epoch 26/30 29/29 [==============================] - 5s 169ms/step - loss: 0.0229 - accuracy: 0.9957 Epoch 27/30 29/29 [==============================] - 5s 168ms/step - loss: 0.0181 - accuracy: 0.9957 Epoch 28/30 29/29 [==============================] - 5s 170ms/step - loss: 0.0261 - accuracy: 0.9924 Epoch 29/30 29/29 [==============================] - 5s 168ms/step - loss: 0.0477 - accuracy: 0.9924 Epoch 30/30 29/29 [==============================] - 5s 168ms/step - loss: 0.0316 - accuracy: 0.9892 Epoch 1/30 31/31 [==============================] - 8s 253ms/step - loss: 5.9800 - accuracy: 0.0121 Epoch 2/30 31/31 [==============================] - 5s 164ms/step - loss: 4.9319 - accuracy: 0.1131 Epoch 3/30 31/31 [==============================] - 5s 167ms/step - loss: 3.7879 - accuracy: 0.2374 Epoch 4/30 31/31 [==============================] - 5s 169ms/step - loss: 1.8230 - accuracy: 0.5939 Epoch 5/30 31/31 [==============================] - 5s 169ms/step - loss: 0.5577 - accuracy: 0.8707 Epoch 6/30 31/31 [==============================] - 5s 172ms/step - loss: 0.2297 - accuracy: 0.9455 Epoch 7/30 31/31 [==============================] - 5s 169ms/step - loss: 0.1695 - accuracy: 0.9556 Epoch 8/30 31/31 [==============================] - 5s 169ms/step - loss: 0.1164 - accuracy: 0.9707 Epoch 9/30 31/31 [==============================] - 5s 170ms/step - loss: 0.0772 - accuracy: 0.9798 Epoch 10/30 31/31 [==============================] - 5s 168ms/step - loss: 0.0707 - accuracy: 0.9818 Epoch 11/30 31/31 [==============================] - 5s 170ms/step - loss: 0.0860 - accuracy: 0.9758 Epoch 12/30 31/31 [==============================] - 5s 168ms/step - loss: 0.0807 - accuracy: 0.9768 Epoch 13/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0706 - accuracy: 0.9859 Epoch 14/30 31/31 [==============================] - 5s 170ms/step - loss: 0.0699 - accuracy: 0.9859 Epoch 15/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0618 - accuracy: 0.9798 Epoch 16/30 31/31 [==============================] - 5s 170ms/step - loss: 0.0445 - accuracy: 0.9889 Epoch 17/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0472 - accuracy: 0.9879 Epoch 18/30 31/31 [==============================] - 5s 168ms/step - loss: 0.0530 - accuracy: 0.9848 Epoch 19/30 31/31 [==============================] - 5s 171ms/step - loss: 0.0395 - accuracy: 0.9909 Epoch 20/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0377 - accuracy: 0.9879 Epoch 21/30 31/31 [==============================] - 5s 170ms/step - loss: 0.0324 - accuracy: 0.9919 Epoch 22/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0517 - accuracy: 0.9889 Epoch 23/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0239 - accuracy: 0.9919 Epoch 24/30 31/31 [==============================] - 5s 172ms/step - loss: 0.0191 - accuracy: 0.9960 Epoch 25/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0220 - accuracy: 0.9939 Epoch 26/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0317 - accuracy: 0.9949 Epoch 27/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0224 - accuracy: 0.9970 Epoch 28/30 31/31 [==============================] - 5s 168ms/step - loss: 0.0214 - accuracy: 0.9960 Epoch 29/30 31/31 [==============================] - 5s 171ms/step - loss: 0.0341 - accuracy: 0.9919 Epoch 30/30 31/31 [==============================] - 5s 168ms/step - loss: 0.0221 - accuracy: 0.9960 Epoch 1/30 31/31 [==============================] - 7s 224ms/step - loss: 6.0426 - accuracy: 0.0031 Epoch 2/30 31/31 [==============================] - 5s 163ms/step - loss: 4.7602 - accuracy: 0.0921 Epoch 3/30 31/31 [==============================] - 5s 165ms/step - loss: 3.5783 - accuracy: 0.2477 Epoch 4/30 31/31 [==============================] - 5s 169ms/step - loss: 2.1396 - accuracy: 0.5067 Epoch 5/30 31/31 [==============================] - 5s 167ms/step - loss: 1.0380 - accuracy: 0.7390 Epoch 6/30 31/31 [==============================] - 5s 171ms/step - loss: 0.6154 - accuracy: 0.8403 Epoch 7/30 31/31 [==============================] - 5s 168ms/step - loss: 0.4473 - accuracy: 0.8802 Epoch 8/30 31/31 [==============================] - 5s 167ms/step - loss: 0.3812 - accuracy: 0.8956 Epoch 9/30 31/31 [==============================] - 5s 170ms/step - loss: 0.3245 - accuracy: 0.9069 Epoch 10/30 31/31 [==============================] - 5s 167ms/step - loss: 0.2770 - accuracy: 0.9243 Epoch 11/30 31/31 [==============================] - 5s 167ms/step - loss: 0.2293 - accuracy: 0.9386 Epoch 12/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1928 - accuracy: 0.9488 Epoch 13/30 31/31 [==============================] - 5s 166ms/step - loss: 0.2116 - accuracy: 0.9509 Epoch 14/30 31/31 [==============================] - 5s 168ms/step - loss: 0.1767 - accuracy: 0.9468 Epoch 15/30 31/31 [==============================] - 5s 166ms/step - loss: 0.1377 - accuracy: 0.9580 Epoch 16/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1067 - accuracy: 0.9765 Epoch 17/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1050 - accuracy: 0.9744 Epoch 18/30 31/31 [==============================] - 5s 166ms/step - loss: 0.1227 - accuracy: 0.9703 Epoch 19/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0869 - accuracy: 0.9713 Epoch 20/30 31/31 [==============================] - 5s 166ms/step - loss: 0.0998 - accuracy: 0.9724 Epoch 21/30 31/31 [==============================] - 5s 168ms/step - loss: 0.0705 - accuracy: 0.9775 Epoch 22/30 31/31 [==============================] - 5s 168ms/step - loss: 0.1097 - accuracy: 0.9754 Epoch 23/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0799 - accuracy: 0.9765 Epoch 24/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0632 - accuracy: 0.9806 Epoch 25/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0938 - accuracy: 0.9662 Epoch 26/30 31/31 [==============================] - 5s 166ms/step - loss: 0.0693 - accuracy: 0.9806 Epoch 27/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0871 - accuracy: 0.9785 Epoch 28/30 31/31 [==============================] - 5s 166ms/step - loss: 0.0798 - accuracy: 0.9754 Epoch 29/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0828 - accuracy: 0.9806 Epoch 30/30 31/31 [==============================] - 5s 168ms/step - loss: 0.0647 - accuracy: 0.9846 Epoch 1/30 31/31 [==============================] - 7s 235ms/step - loss: 6.3448 - accuracy: 0.0203 Epoch 2/30 31/31 [==============================] - 5s 162ms/step - loss: 4.5286 - accuracy: 0.1373 Epoch 3/30 31/31 [==============================] - 5s 167ms/step - loss: 2.9418 - accuracy: 0.3571 Epoch 4/30 31/31 [==============================] - 5s 167ms/step - loss: 1.1623 - accuracy: 0.7274 Epoch 5/30 31/31 [==============================] - 5s 167ms/step - loss: 0.5810 - accuracy: 0.8545 Epoch 6/30 31/31 [==============================] - 5s 170ms/step - loss: 0.3098 - accuracy: 0.9298 Epoch 7/30 31/31 [==============================] - 5s 168ms/step - loss: 0.2185 - accuracy: 0.9400 Epoch 8/30 31/31 [==============================] - 5s 170ms/step - loss: 0.1431 - accuracy: 0.9583 Epoch 9/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1527 - accuracy: 0.9583 Epoch 10/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1320 - accuracy: 0.9695 Epoch 11/30 31/31 [==============================] - 5s 170ms/step - loss: 0.1010 - accuracy: 0.9705 Epoch 12/30 31/31 [==============================] - 5s 166ms/step - loss: 0.0859 - accuracy: 0.9705 Epoch 13/30 31/31 [==============================] - 5s 168ms/step - loss: 0.0799 - accuracy: 0.9797 Epoch 14/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0871 - accuracy: 0.9766 Epoch 15/30 31/31 [==============================] - 5s 166ms/step - loss: 0.0896 - accuracy: 0.9776 Epoch 16/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0741 - accuracy: 0.9786 Epoch 17/30 31/31 [==============================] - 5s 166ms/step - loss: 0.0747 - accuracy: 0.9766 Epoch 18/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0490 - accuracy: 0.9868 Epoch 19/30 31/31 [==============================] - 5s 168ms/step - loss: 0.0697 - accuracy: 0.9827 Epoch 20/30 31/31 [==============================] - 5s 166ms/step - loss: 0.0947 - accuracy: 0.9776 Epoch 21/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0538 - accuracy: 0.9807 Epoch 22/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0511 - accuracy: 0.9847 Epoch 23/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0493 - accuracy: 0.9858 Epoch 24/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0315 - accuracy: 0.9939 Epoch 25/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0564 - accuracy: 0.9837 Epoch 26/30 31/31 [==============================] - 5s 168ms/step - loss: 0.0325 - accuracy: 0.9929 Epoch 27/30 31/31 [==============================] - 5s 167ms/step - loss: 0.0395 - accuracy: 0.9878 Epoch 28/30 31/31 [==============================] - 5s 166ms/step - loss: 0.0443 - accuracy: 0.9878 Epoch 29/30 31/31 [==============================] - 5s 169ms/step - loss: 0.0156 - accuracy: 0.9949 Epoch 30/30 31/31 [==============================] - 5s 166ms/step - loss: 0.0186 - accuracy: 0.9929 Epoch 1/30 30/30 [==============================] - 5s 164ms/step - loss: 6.3533 - accuracy: 0.0085 Epoch 2/30 30/30 [==============================] - 5s 162ms/step - loss: 4.4350 - accuracy: 0.1852 Epoch 3/30 30/30 [==============================] - 5s 163ms/step - loss: 3.0838 - accuracy: 0.3651 Epoch 4/30 30/30 [==============================] - 5s 167ms/step - loss: 1.7038 - accuracy: 0.5852 Epoch 5/30 30/30 [==============================] - 5s 167ms/step - loss: 0.9180 - accuracy: 0.7767 Epoch 6/30 30/30 [==============================] - 5s 167ms/step - loss: 0.7033 - accuracy: 0.8148 Epoch 7/30 30/30 [==============================] - 5s 169ms/step - loss: 0.4725 - accuracy: 0.8720 Epoch 8/30 30/30 [==============================] - 5s 166ms/step - loss: 0.3897 - accuracy: 0.9026 Epoch 9/30 30/30 [==============================] - 5s 167ms/step - loss: 0.3248 - accuracy: 0.9217 Epoch 10/30 30/30 [==============================] - 5s 166ms/step - loss: 0.2803 - accuracy: 0.9259 Epoch 11/30 30/30 [==============================] - 5s 165ms/step - loss: 0.2364 - accuracy: 0.9333 Epoch 12/30 30/30 [==============================] - 5s 166ms/step - loss: 0.2194 - accuracy: 0.9291 Epoch 13/30 30/30 [==============================] - 5s 165ms/step - loss: 0.1879 - accuracy: 0.9481 Epoch 14/30 30/30 [==============================] - 5s 164ms/step - loss: 0.1562 - accuracy: 0.9524 Epoch 15/30 30/30 [==============================] - 5s 166ms/step - loss: 0.1607 - accuracy: 0.9556 Epoch 16/30 30/30 [==============================] - 5s 165ms/step - loss: 0.1402 - accuracy: 0.9534 Epoch 17/30 30/30 [==============================] - 5s 166ms/step - loss: 0.1543 - accuracy: 0.9556 Epoch 18/30 30/30 [==============================] - 5s 167ms/step - loss: 0.1642 - accuracy: 0.9471 Epoch 19/30 30/30 [==============================] - 5s 165ms/step - loss: 0.1041 - accuracy: 0.9661 Epoch 20/30 30/30 [==============================] - 5s 168ms/step - loss: 0.1189 - accuracy: 0.9630 Epoch 21/30 30/30 [==============================] - 5s 165ms/step - loss: 0.1058 - accuracy: 0.9757 Epoch 22/30 30/30 [==============================] - 5s 165ms/step - loss: 0.1191 - accuracy: 0.9651 Epoch 23/30 30/30 [==============================] - 5s 168ms/step - loss: 0.0932 - accuracy: 0.9735 Epoch 24/30 30/30 [==============================] - 5s 166ms/step - loss: 0.0893 - accuracy: 0.9714 Epoch 25/30 30/30 [==============================] - 5s 167ms/step - loss: 0.0640 - accuracy: 0.9841 Epoch 26/30 30/30 [==============================] - 5s 167ms/step - loss: 0.0762 - accuracy: 0.9746 Epoch 27/30 30/30 [==============================] - 5s 165ms/step - loss: 0.0784 - accuracy: 0.9788 Epoch 28/30 30/30 [==============================] - 5s 167ms/step - loss: 0.1036 - accuracy: 0.9693 Epoch 29/30 30/30 [==============================] - 5s 166ms/step - loss: 0.0669 - accuracy: 0.9799 Epoch 30/30 30/30 [==============================] - 5s 164ms/step - loss: 0.0694 - accuracy: 0.9757 Epoch 1/30 30/30 [==============================] - 7s 224ms/step - loss: 6.2828 - accuracy: 0.0169 Epoch 2/30 30/30 [==============================] - 5s 162ms/step - loss: 4.4380 - accuracy: 0.1522 Epoch 3/30 30/30 [==============================] - 5s 163ms/step - loss: 2.9299 - accuracy: 0.3753 Epoch 4/30 30/30 [==============================] - 5s 167ms/step - loss: 1.5036 - accuracy: 0.6448 Epoch 5/30 30/30 [==============================] - 5s 166ms/step - loss: 0.7926 - accuracy: 0.7970 Epoch 6/30 30/30 [==============================] - 5s 167ms/step - loss: 0.4634 - accuracy: 0.8753 Epoch 7/30 30/30 [==============================] - 5s 169ms/step - loss: 0.3744 - accuracy: 0.8996 Epoch 8/30 30/30 [==============================] - 5s 166ms/step - loss: 0.4151 - accuracy: 0.8890 Epoch 9/30 30/30 [==============================] - 5s 167ms/step - loss: 0.2767 - accuracy: 0.9175 Epoch 10/30 30/30 [==============================] - 5s 166ms/step - loss: 0.2059 - accuracy: 0.9482 Epoch 11/30 30/30 [==============================] - 5s 165ms/step - loss: 0.1745 - accuracy: 0.9471 Epoch 12/30 30/30 [==============================] - 5s 167ms/step - loss: 0.1782 - accuracy: 0.9471 Epoch 13/30 30/30 [==============================] - 5s 164ms/step - loss: 0.1399 - accuracy: 0.9672 Epoch 14/30 30/30 [==============================] - 5s 165ms/step - loss: 0.1631 - accuracy: 0.9651 Epoch 15/30 30/30 [==============================] - 5s 167ms/step - loss: 0.1158 - accuracy: 0.9672 Epoch 16/30 30/30 [==============================] - 5s 164ms/step - loss: 0.1059 - accuracy: 0.9693 Epoch 17/30 30/30 [==============================] - 5s 165ms/step - loss: 0.1061 - accuracy: 0.9693 Epoch 18/30 30/30 [==============================] - 5s 167ms/step - loss: 0.0825 - accuracy: 0.9757 Epoch 19/30 30/30 [==============================] - 5s 165ms/step - loss: 0.1074 - accuracy: 0.9746 Epoch 20/30 30/30 [==============================] - 5s 166ms/step - loss: 0.0613 - accuracy: 0.9863 Epoch 21/30 30/30 [==============================] - 5s 165ms/step - loss: 0.0715 - accuracy: 0.9810 Epoch 22/30 30/30 [==============================] - 5s 165ms/step - loss: 0.0763 - accuracy: 0.9725 Epoch 23/30 30/30 [==============================] - 5s 168ms/step - loss: 0.0823 - accuracy: 0.9789 Epoch 24/30 30/30 [==============================] - 5s 165ms/step - loss: 0.0831 - accuracy: 0.9789 Epoch 25/30 30/30 [==============================] - 5s 165ms/step - loss: 0.0946 - accuracy: 0.9725 Epoch 26/30 30/30 [==============================] - 5s 167ms/step - loss: 0.0779 - accuracy: 0.9767 Epoch 27/30 30/30 [==============================] - 5s 165ms/step - loss: 0.0874 - accuracy: 0.9841 Epoch 28/30 30/30 [==============================] - 5s 167ms/step - loss: 0.0824 - accuracy: 0.9831 Epoch 29/30 30/30 [==============================] - 5s 165ms/step - loss: 0.0549 - accuracy: 0.9831 Epoch 30/30 30/30 [==============================] - 5s 164ms/step - loss: 0.0460 - accuracy: 0.9852 Epoch 1/30 31/31 [==============================] - 7s 213ms/step - loss: 6.0861 - accuracy: 0.0154 Epoch 2/30 31/31 [==============================] - 5s 164ms/step - loss: 4.1943 - accuracy: 0.1711 Epoch 3/30 31/31 [==============================] - 5s 163ms/step - loss: 2.9723 - accuracy: 0.3504 Epoch 4/30 31/31 [==============================] - 5s 166ms/step - loss: 1.9004 - accuracy: 0.5379 Epoch 5/30 31/31 [==============================] - 5s 167ms/step - loss: 1.3026 - accuracy: 0.6537 Epoch 6/30 31/31 [==============================] - 5s 166ms/step - loss: 0.9997 - accuracy: 0.7326 Epoch 7/30 31/31 [==============================] - 5s 167ms/step - loss: 0.7164 - accuracy: 0.7941 Epoch 8/30 31/31 [==============================] - 5s 165ms/step - loss: 0.5988 - accuracy: 0.8279 Epoch 9/30 31/31 [==============================] - 5s 165ms/step - loss: 0.5413 - accuracy: 0.8484 Epoch 10/30 31/31 [==============================] - 5s 167ms/step - loss: 0.4851 - accuracy: 0.8514 Epoch 11/30 31/31 [==============================] - 5s 164ms/step - loss: 0.3835 - accuracy: 0.8914 Epoch 12/30 31/31 [==============================] - 5s 166ms/step - loss: 0.4050 - accuracy: 0.8945 Epoch 13/30 31/31 [==============================] - 5s 165ms/step - loss: 0.3514 - accuracy: 0.9006 Epoch 14/30 31/31 [==============================] - 5s 164ms/step - loss: 0.3520 - accuracy: 0.8975 Epoch 15/30 31/31 [==============================] - 5s 167ms/step - loss: 0.3055 - accuracy: 0.9109 Epoch 16/30 31/31 [==============================] - 5s 164ms/step - loss: 0.2705 - accuracy: 0.9262 Epoch 17/30 31/31 [==============================] - 5s 165ms/step - loss: 0.2484 - accuracy: 0.9232 Epoch 18/30 31/31 [==============================] - 5s 166ms/step - loss: 0.2385 - accuracy: 0.9334 Epoch 19/30 31/31 [==============================] - 5s 165ms/step - loss: 0.1583 - accuracy: 0.9457 Epoch 20/30 31/31 [==============================] - 5s 167ms/step - loss: 0.2575 - accuracy: 0.9293 Epoch 21/30 31/31 [==============================] - 5s 165ms/step - loss: 0.2171 - accuracy: 0.9365 Epoch 22/30 31/31 [==============================] - 5s 165ms/step - loss: 0.1669 - accuracy: 0.9498 Epoch 23/30 31/31 [==============================] - 5s 167ms/step - loss: 0.2293 - accuracy: 0.9365 Epoch 24/30 31/31 [==============================] - 5s 164ms/step - loss: 0.1688 - accuracy: 0.9508 Epoch 25/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1811 - accuracy: 0.9447 Epoch 26/30 31/31 [==============================] - 5s 165ms/step - loss: 0.1662 - accuracy: 0.9611 Epoch 27/30 31/31 [==============================] - 5s 165ms/step - loss: 0.1405 - accuracy: 0.9600 Epoch 28/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1756 - accuracy: 0.9498 Epoch 29/30 31/31 [==============================] - 5s 164ms/step - loss: 0.1171 - accuracy: 0.9682 Epoch 30/30 31/31 [==============================] - 5s 165ms/step - loss: 0.1242 - accuracy: 0.9652 Epoch 1/30 4/4 [==============================] - 3s 1000ms/step - loss: 9.0309 - accuracy: 0.0242 Epoch 2/30 4/4 [==============================] - 1s 161ms/step - loss: 5.0824 - accuracy: 0.1613 Epoch 3/30 4/4 [==============================] - 1s 161ms/step - loss: 3.0297 - accuracy: 0.3387 Epoch 4/30 4/4 [==============================] - 1s 161ms/step - loss: 2.1420 - accuracy: 0.5081 Epoch 5/30 4/4 [==============================] - 1s 160ms/step - loss: 1.2979 - accuracy: 0.7339 Epoch 6/30 4/4 [==============================] - 1s 159ms/step - loss: 1.0114 - accuracy: 0.7742 Epoch 7/30 4/4 [==============================] - 1s 163ms/step - loss: 0.8866 - accuracy: 0.7742 Epoch 8/30 4/4 [==============================] - 1s 160ms/step - loss: 0.7039 - accuracy: 0.8145 Epoch 9/30 4/4 [==============================] - 1s 161ms/step - loss: 0.5687 - accuracy: 0.8387 Epoch 10/30 4/4 [==============================] - 1s 160ms/step - loss: 0.5223 - accuracy: 0.8548 Epoch 11/30 4/4 [==============================] - 1s 160ms/step - loss: 0.4369 - accuracy: 0.8710 Epoch 12/30 4/4 [==============================] - 1s 159ms/step - loss: 0.4159 - accuracy: 0.8468 Epoch 13/30 4/4 [==============================] - 1s 162ms/step - loss: 0.2505 - accuracy: 0.9113 Epoch 14/30 4/4 [==============================] - 1s 161ms/step - loss: 0.2338 - accuracy: 0.9194 Epoch 15/30 4/4 [==============================] - 1s 169ms/step - loss: 0.3291 - accuracy: 0.8790 Epoch 16/30 4/4 [==============================] - 1s 166ms/step - loss: 0.3428 - accuracy: 0.9032 Epoch 17/30 4/4 [==============================] - 1s 169ms/step - loss: 0.2716 - accuracy: 0.9194 Epoch 18/30 4/4 [==============================] - 1s 168ms/step - loss: 0.2573 - accuracy: 0.9194 Epoch 19/30 4/4 [==============================] - 1s 167ms/step - loss: 0.3282 - accuracy: 0.8871 Epoch 20/30 4/4 [==============================] - 1s 162ms/step - loss: 0.2268 - accuracy: 0.9355 Epoch 21/30 4/4 [==============================] - 1s 161ms/step - loss: 0.3058 - accuracy: 0.8952 Epoch 22/30 4/4 [==============================] - 1s 164ms/step - loss: 0.1809 - accuracy: 0.9677 Epoch 23/30 4/4 [==============================] - 1s 162ms/step - loss: 0.2378 - accuracy: 0.9355 Epoch 24/30 4/4 [==============================] - 1s 161ms/step - loss: 0.2052 - accuracy: 0.9194 Epoch 25/30 4/4 [==============================] - 1s 163ms/step - loss: 0.2004 - accuracy: 0.9435 Epoch 26/30 4/4 [==============================] - 1s 163ms/step - loss: 0.2016 - accuracy: 0.9274 Epoch 27/30 4/4 [==============================] - 1s 161ms/step - loss: 0.2869 - accuracy: 0.9113 Epoch 28/30 4/4 [==============================] - 1s 161ms/step - loss: 0.2684 - accuracy: 0.9113 Epoch 29/30 4/4 [==============================] - 1s 162ms/step - loss: 0.1000 - accuracy: 0.9597 Epoch 30/30 4/4 [==============================] - 1s 162ms/step - loss: 0.0743 - accuracy: 0.9758
Not bad, seems like learning_rate of 0.0001 does the perfect job, but let's play change it a bit with the epochs.
# Define a function to load batch data
def load_batch_data(batch_no):
images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
return images_train, labels_train
# Define a simple model
model = Sequential()
model.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(224, 224, 3)))
model.add(Conv2D(32, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))
model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))
model.add(Conv2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))
model.add(Flatten())
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(196, activation='softmax')) # 196 is the number of classes
# Compile the model with a lower learning rate
model.compile(optimizer=Adam(learning_rate=0.001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])
# Train the model with each batch
for batch_no in range(9):
images_train, labels_train = load_batch_data(batch_no)
model.fit(images_train, labels_train, epochs=35)
# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Epoch 1/35 31/31 [==============================] - 19s 186ms/step - loss: 5.9620 - accuracy: 0.0052 Epoch 2/35 31/31 [==============================] - 5s 152ms/step - loss: 5.2741 - accuracy: 0.0083 Epoch 3/35 31/31 [==============================] - 5s 153ms/step - loss: 5.2699 - accuracy: 0.0114 Epoch 4/35 31/31 [==============================] - 5s 156ms/step - loss: 5.2646 - accuracy: 0.0134 Epoch 5/35 31/31 [==============================] - 5s 154ms/step - loss: 5.2580 - accuracy: 0.0134 Epoch 6/35 31/31 [==============================] - 5s 155ms/step - loss: 5.2495 - accuracy: 0.0145 Epoch 7/35 31/31 [==============================] - 5s 165ms/step - loss: 5.2421 - accuracy: 0.0145 Epoch 8/35 31/31 [==============================] - 5s 154ms/step - loss: 5.2289 - accuracy: 0.0155 Epoch 9/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2210 - accuracy: 0.0134 Epoch 10/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2101 - accuracy: 0.0165 Epoch 11/35 31/31 [==============================] - 5s 155ms/step - loss: 5.2024 - accuracy: 0.0145 Epoch 12/35 31/31 [==============================] - 5s 159ms/step - loss: 5.1938 - accuracy: 0.0124 Epoch 13/35 31/31 [==============================] - 5s 156ms/step - loss: 5.1905 - accuracy: 0.0114 Epoch 14/35 31/31 [==============================] - 5s 155ms/step - loss: 5.1893 - accuracy: 0.0186 Epoch 15/35 31/31 [==============================] - 5s 159ms/step - loss: 5.1834 - accuracy: 0.0165 Epoch 16/35 31/31 [==============================] - 5s 155ms/step - loss: 5.1865 - accuracy: 0.0155 Epoch 17/35 31/31 [==============================] - 5s 156ms/step - loss: 5.1852 - accuracy: 0.0176 Epoch 18/35 31/31 [==============================] - 5s 156ms/step - loss: 5.1817 - accuracy: 0.0176 Epoch 19/35 31/31 [==============================] - 5s 154ms/step - loss: 5.1835 - accuracy: 0.0134 Epoch 20/35 31/31 [==============================] - 5s 154ms/step - loss: 5.1818 - accuracy: 0.0155 Epoch 21/35 31/31 [==============================] - 5s 156ms/step - loss: 5.1830 - accuracy: 0.0124 Epoch 22/35 31/31 [==============================] - 5s 153ms/step - loss: 5.1793 - accuracy: 0.0145 Epoch 23/35 31/31 [==============================] - 5s 154ms/step - loss: 5.1808 - accuracy: 0.0124 Epoch 24/35 31/31 [==============================] - 5s 154ms/step - loss: 5.1822 - accuracy: 0.0124 Epoch 25/35 31/31 [==============================] - 5s 152ms/step - loss: 5.1798 - accuracy: 0.0103 Epoch 26/35 31/31 [==============================] - 5s 155ms/step - loss: 5.1798 - accuracy: 0.0134 Epoch 27/35 31/31 [==============================] - 5s 153ms/step - loss: 5.1807 - accuracy: 0.0145 Epoch 28/35 31/31 [==============================] - 5s 153ms/step - loss: 5.1836 - accuracy: 0.0145 Epoch 29/35 31/31 [==============================] - 5s 154ms/step - loss: 5.1809 - accuracy: 0.0103 Epoch 30/35 31/31 [==============================] - 5s 153ms/step - loss: 5.1813 - accuracy: 0.0165 Epoch 31/35 31/31 [==============================] - 5s 153ms/step - loss: 5.1804 - accuracy: 0.0145 Epoch 32/35 31/31 [==============================] - 5s 155ms/step - loss: 5.1759 - accuracy: 0.0186 Epoch 33/35 31/31 [==============================] - 5s 153ms/step - loss: 5.1796 - accuracy: 0.0165 Epoch 34/35 31/31 [==============================] - 5s 154ms/step - loss: 5.1612 - accuracy: 0.0134 Epoch 35/35 31/31 [==============================] - 5s 156ms/step - loss: 4.9772 - accuracy: 0.0352 Epoch 1/35 29/29 [==============================] - 7s 255ms/step - loss: 5.3910 - accuracy: 0.0011 Epoch 2/35 29/29 [==============================] - 5s 159ms/step - loss: 5.3251 - accuracy: 0.0043 Epoch 3/35 29/29 [==============================] - 5s 160ms/step - loss: 5.2660 - accuracy: 0.0043 Epoch 4/35 29/29 [==============================] - 5s 163ms/step - loss: 5.2299 - accuracy: 0.0054 Epoch 5/35 29/29 [==============================] - 5s 161ms/step - loss: 5.2064 - accuracy: 0.0140 Epoch 6/35 29/29 [==============================] - 5s 163ms/step - loss: 5.1940 - accuracy: 0.0097 Epoch 7/35 29/29 [==============================] - 5s 164ms/step - loss: 5.1982 - accuracy: 0.0097 Epoch 8/35 29/29 [==============================] - 5s 160ms/step - loss: 5.1987 - accuracy: 0.0129 Epoch 9/35 29/29 [==============================] - 5s 162ms/step - loss: 5.1890 - accuracy: 0.0097 Epoch 10/35 29/29 [==============================] - 5s 162ms/step - loss: 5.1925 - accuracy: 0.0108 Epoch 11/35 29/29 [==============================] - 5s 160ms/step - loss: 5.1896 - accuracy: 0.0076 Epoch 12/35 29/29 [==============================] - 5s 162ms/step - loss: 5.1866 - accuracy: 0.0119 Epoch 13/35 29/29 [==============================] - 5s 160ms/step - loss: 5.1910 - accuracy: 0.0108 Epoch 14/35 29/29 [==============================] - 5s 158ms/step - loss: 5.1808 - accuracy: 0.0108 Epoch 15/35 29/29 [==============================] - 5s 161ms/step - loss: 5.1740 - accuracy: 0.0065 Epoch 16/35 29/29 [==============================] - 5s 158ms/step - loss: 5.1805 - accuracy: 0.0140 Epoch 17/35 29/29 [==============================] - 5s 159ms/step - loss: 5.1812 - accuracy: 0.0140 Epoch 18/35 29/29 [==============================] - 5s 160ms/step - loss: 5.1885 - accuracy: 0.0173 Epoch 19/35 29/29 [==============================] - 5s 159ms/step - loss: 5.1784 - accuracy: 0.0065 Epoch 20/35 29/29 [==============================] - 5s 159ms/step - loss: 5.1852 - accuracy: 0.0108 Epoch 21/35 29/29 [==============================] - 5s 161ms/step - loss: 5.1860 - accuracy: 0.0129 Epoch 22/35 29/29 [==============================] - 5s 159ms/step - loss: 5.1775 - accuracy: 0.0119 Epoch 23/35 29/29 [==============================] - 5s 159ms/step - loss: 5.1743 - accuracy: 0.0086 Epoch 24/35 29/29 [==============================] - 5s 162ms/step - loss: 5.1814 - accuracy: 0.0108 Epoch 25/35 29/29 [==============================] - 5s 159ms/step - loss: 5.1801 - accuracy: 0.0129 Epoch 26/35 29/29 [==============================] - 5s 159ms/step - loss: 5.1776 - accuracy: 0.0076 Epoch 27/35 29/29 [==============================] - 5s 163ms/step - loss: 5.1601 - accuracy: 0.0151 Epoch 28/35 29/29 [==============================] - 5s 158ms/step - loss: 4.9329 - accuracy: 0.0529 Epoch 29/35 29/29 [==============================] - 5s 159ms/step - loss: 3.6457 - accuracy: 0.2848 Epoch 30/35 29/29 [==============================] - 5s 163ms/step - loss: 1.8292 - accuracy: 0.6224 Epoch 31/35 29/29 [==============================] - 5s 159ms/step - loss: 0.8804 - accuracy: 0.8069 Epoch 32/35 29/29 [==============================] - 5s 160ms/step - loss: 0.3749 - accuracy: 0.9223 Epoch 33/35 29/29 [==============================] - 5s 162ms/step - loss: 0.2776 - accuracy: 0.9461 Epoch 34/35 29/29 [==============================] - 5s 159ms/step - loss: 0.1512 - accuracy: 0.9655 Epoch 35/35 29/29 [==============================] - 5s 159ms/step - loss: 0.1024 - accuracy: 0.9806 Epoch 1/35 31/31 [==============================] - 8s 244ms/step - loss: 5.9833 - accuracy: 0.0051 Epoch 2/35 31/31 [==============================] - 5s 161ms/step - loss: 5.3154 - accuracy: 0.0071 Epoch 3/35 31/31 [==============================] - 5s 161ms/step - loss: 5.2675 - accuracy: 0.0081 Epoch 4/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2364 - accuracy: 0.0071 Epoch 5/35 31/31 [==============================] - 5s 164ms/step - loss: 5.2291 - accuracy: 0.0101 Epoch 6/35 31/31 [==============================] - 5s 161ms/step - loss: 5.2236 - accuracy: 0.0061 Epoch 7/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2145 - accuracy: 0.0071 Epoch 8/35 31/31 [==============================] - 5s 163ms/step - loss: 5.2140 - accuracy: 0.0091 Epoch 9/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2070 - accuracy: 0.0091 Epoch 10/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2027 - accuracy: 0.0131 Epoch 11/35 31/31 [==============================] - 5s 161ms/step - loss: 5.1993 - accuracy: 0.0040 Epoch 12/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2149 - accuracy: 0.0071 Epoch 13/35 31/31 [==============================] - 5s 161ms/step - loss: 5.2020 - accuracy: 0.0101 Epoch 14/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2018 - accuracy: 0.0131 Epoch 15/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2146 - accuracy: 0.0051 Epoch 16/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2092 - accuracy: 0.0081 Epoch 17/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2021 - accuracy: 0.0131 Epoch 18/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2021 - accuracy: 0.0081 Epoch 19/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2055 - accuracy: 0.0081 Epoch 20/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2104 - accuracy: 0.0101 Epoch 21/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2063 - accuracy: 0.0071 Epoch 22/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2070 - accuracy: 0.0091 Epoch 23/35 31/31 [==============================] - 5s 158ms/step - loss: 5.1972 - accuracy: 0.0152 Epoch 24/35 31/31 [==============================] - 5s 161ms/step - loss: 5.1990 - accuracy: 0.0111 Epoch 25/35 31/31 [==============================] - 5s 159ms/step - loss: 5.1936 - accuracy: 0.0141 Epoch 26/35 31/31 [==============================] - 5s 159ms/step - loss: 5.1962 - accuracy: 0.0111 Epoch 27/35 31/31 [==============================] - 5s 162ms/step - loss: 5.2041 - accuracy: 0.0091 Epoch 28/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2046 - accuracy: 0.0091 Epoch 29/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2085 - accuracy: 0.0061 Epoch 30/35 31/31 [==============================] - 5s 161ms/step - loss: 5.2031 - accuracy: 0.0051 Epoch 31/35 31/31 [==============================] - 5s 158ms/step - loss: 5.1971 - accuracy: 0.0101 Epoch 32/35 31/31 [==============================] - 5s 161ms/step - loss: 5.2055 - accuracy: 0.0131 Epoch 33/35 31/31 [==============================] - 5s 160ms/step - loss: 5.1972 - accuracy: 0.0081 Epoch 34/35 31/31 [==============================] - 5s 158ms/step - loss: 5.1987 - accuracy: 0.0051 Epoch 35/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2012 - accuracy: 0.0091 Epoch 1/35 31/31 [==============================] - 7s 213ms/step - loss: 5.3805 - accuracy: 0.0061 Epoch 2/35 31/31 [==============================] - 5s 157ms/step - loss: 5.3318 - accuracy: 0.0061 Epoch 3/35 31/31 [==============================] - 5s 157ms/step - loss: 5.3031 - accuracy: 0.0041 Epoch 4/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2813 - accuracy: 0.0061 Epoch 5/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2736 - accuracy: 0.0102 Epoch 6/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2662 - accuracy: 0.0082 Epoch 7/35 31/31 [==============================] - 5s 161ms/step - loss: 5.2539 - accuracy: 0.0072 Epoch 8/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2554 - accuracy: 0.0082 Epoch 9/35 31/31 [==============================] - 5s 161ms/step - loss: 5.2437 - accuracy: 0.0072 Epoch 10/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2380 - accuracy: 0.0143 Epoch 11/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2334 - accuracy: 0.0051 Epoch 12/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2289 - accuracy: 0.0123 Epoch 13/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2239 - accuracy: 0.0102 Epoch 14/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2215 - accuracy: 0.0133 Epoch 15/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2166 - accuracy: 0.0143 Epoch 16/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2133 - accuracy: 0.0113 Epoch 17/35 31/31 [==============================] - 5s 160ms/step - loss: 5.1999 - accuracy: 0.0113 Epoch 18/35 31/31 [==============================] - 5s 156ms/step - loss: 5.2026 - accuracy: 0.0123 Epoch 19/35 31/31 [==============================] - 5s 156ms/step - loss: 5.2000 - accuracy: 0.0113 Epoch 20/35 31/31 [==============================] - 5s 158ms/step - loss: 5.1985 - accuracy: 0.0143 Epoch 21/35 31/31 [==============================] - 5s 157ms/step - loss: 5.1929 - accuracy: 0.0133 Epoch 22/35 31/31 [==============================] - 5s 158ms/step - loss: 5.1923 - accuracy: 0.0102 Epoch 23/35 31/31 [==============================] - 5s 157ms/step - loss: 5.1911 - accuracy: 0.0143 Epoch 24/35 31/31 [==============================] - 5s 157ms/step - loss: 5.1916 - accuracy: 0.0143 Epoch 25/35 31/31 [==============================] - 5s 159ms/step - loss: 5.1871 - accuracy: 0.0113 Epoch 26/35 31/31 [==============================] - 5s 157ms/step - loss: 5.1871 - accuracy: 0.0123 Epoch 27/35 31/31 [==============================] - 5s 160ms/step - loss: 5.1869 - accuracy: 0.0082 Epoch 28/35 31/31 [==============================] - 5s 159ms/step - loss: 5.1813 - accuracy: 0.0102 Epoch 29/35 31/31 [==============================] - 5s 157ms/step - loss: 5.1870 - accuracy: 0.0092 Epoch 30/35 31/31 [==============================] - 5s 160ms/step - loss: 5.1832 - accuracy: 0.0113 Epoch 31/35 31/31 [==============================] - 5s 157ms/step - loss: 5.1755 - accuracy: 0.0133 Epoch 32/35 31/31 [==============================] - 5s 158ms/step - loss: 5.1887 - accuracy: 0.0072 Epoch 33/35 31/31 [==============================] - 5s 159ms/step - loss: 5.1826 - accuracy: 0.0154 Epoch 34/35 31/31 [==============================] - 5s 157ms/step - loss: 5.1831 - accuracy: 0.0143 Epoch 35/35 31/31 [==============================] - 5s 159ms/step - loss: 5.1810 - accuracy: 0.0133 Epoch 1/35 31/31 [==============================] - 7s 226ms/step - loss: 5.3695 - accuracy: 0.0010 Epoch 2/35 31/31 [==============================] - 5s 159ms/step - loss: 5.3376 - accuracy: 0.0061 Epoch 3/35 31/31 [==============================] - 5s 159ms/step - loss: 5.3121 - accuracy: 0.0051 Epoch 4/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2931 - accuracy: 0.0041 Epoch 5/35 31/31 [==============================] - 5s 162ms/step - loss: 5.2774 - accuracy: 0.0051 Epoch 6/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2784 - accuracy: 0.0081 Epoch 7/35 31/31 [==============================] - 5s 162ms/step - loss: 5.2707 - accuracy: 0.0081 Epoch 8/35 31/31 [==============================] - 5s 161ms/step - loss: 5.2638 - accuracy: 0.0061 Epoch 9/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2612 - accuracy: 0.0092 Epoch 10/35 31/31 [==============================] - 5s 161ms/step - loss: 5.2551 - accuracy: 0.0061 Epoch 11/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2535 - accuracy: 0.0092 Epoch 12/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2513 - accuracy: 0.0132 Epoch 13/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2459 - accuracy: 0.0081 Epoch 14/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2423 - accuracy: 0.0142 Epoch 15/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2385 - accuracy: 0.0092 Epoch 16/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2354 - accuracy: 0.0081 Epoch 17/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2298 - accuracy: 0.0122 Epoch 18/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2290 - accuracy: 0.0071 Epoch 19/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2272 - accuracy: 0.0153 Epoch 20/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2231 - accuracy: 0.0122 Epoch 21/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2224 - accuracy: 0.0071 Epoch 22/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2179 - accuracy: 0.0081 Epoch 23/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2194 - accuracy: 0.0081 Epoch 24/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2164 - accuracy: 0.0142 Epoch 25/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2137 - accuracy: 0.0102 Epoch 26/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2087 - accuracy: 0.0112 Epoch 27/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2054 - accuracy: 0.0092 Epoch 28/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2117 - accuracy: 0.0092 Epoch 29/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2072 - accuracy: 0.0081 Epoch 30/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2072 - accuracy: 0.0132 Epoch 31/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2077 - accuracy: 0.0132 Epoch 32/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2064 - accuracy: 0.0061 Epoch 33/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2046 - accuracy: 0.0122 Epoch 34/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2039 - accuracy: 0.0092 Epoch 35/35 31/31 [==============================] - 5s 158ms/step - loss: 5.1969 - accuracy: 0.0122 Epoch 1/35 30/30 [==============================] - 5s 156ms/step - loss: 5.3546 - accuracy: 0.0021 Epoch 2/35 30/30 [==============================] - 5s 158ms/step - loss: 5.3213 - accuracy: 0.0063 Epoch 3/35 30/30 [==============================] - 5s 157ms/step - loss: 5.3064 - accuracy: 0.0095 Epoch 4/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2910 - accuracy: 0.0085 Epoch 5/35 30/30 [==============================] - 5s 161ms/step - loss: 5.2824 - accuracy: 0.0032 Epoch 6/35 30/30 [==============================] - 5s 159ms/step - loss: 5.2754 - accuracy: 0.0053 Epoch 7/35 30/30 [==============================] - 5s 161ms/step - loss: 5.2732 - accuracy: 0.0074 Epoch 8/35 30/30 [==============================] - 5s 160ms/step - loss: 5.2629 - accuracy: 0.0074 Epoch 9/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2581 - accuracy: 0.0085 Epoch 10/35 30/30 [==============================] - 5s 160ms/step - loss: 5.2552 - accuracy: 0.0095 Epoch 11/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2528 - accuracy: 0.0106 Epoch 12/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2479 - accuracy: 0.0138 Epoch 13/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2430 - accuracy: 0.0127 Epoch 14/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2403 - accuracy: 0.0085 Epoch 15/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2348 - accuracy: 0.0085 Epoch 16/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2315 - accuracy: 0.0127 Epoch 17/35 30/30 [==============================] - 5s 156ms/step - loss: 5.2275 - accuracy: 0.0116 Epoch 18/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2251 - accuracy: 0.0159 Epoch 19/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2229 - accuracy: 0.0085 Epoch 20/35 30/30 [==============================] - 5s 156ms/step - loss: 5.2199 - accuracy: 0.0085 Epoch 21/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2158 - accuracy: 0.0085 Epoch 22/35 30/30 [==============================] - 5s 156ms/step - loss: 5.2176 - accuracy: 0.0074 Epoch 23/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2199 - accuracy: 0.0095 Epoch 24/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2075 - accuracy: 0.0127 Epoch 25/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2076 - accuracy: 0.0095 Epoch 26/35 30/30 [==============================] - 5s 159ms/step - loss: 5.2127 - accuracy: 0.0138 Epoch 27/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2025 - accuracy: 0.0095 Epoch 28/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2064 - accuracy: 0.0138 Epoch 29/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2011 - accuracy: 0.0063 Epoch 30/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2038 - accuracy: 0.0127 Epoch 31/35 30/30 [==============================] - 5s 158ms/step - loss: 5.1961 - accuracy: 0.0127 Epoch 32/35 30/30 [==============================] - 5s 158ms/step - loss: 5.1987 - accuracy: 0.0116 Epoch 33/35 30/30 [==============================] - 5s 157ms/step - loss: 5.1967 - accuracy: 0.0148 Epoch 34/35 30/30 [==============================] - 5s 159ms/step - loss: 5.1995 - accuracy: 0.0116 Epoch 35/35 30/30 [==============================] - 5s 157ms/step - loss: 5.1995 - accuracy: 0.0095 Epoch 1/35 30/30 [==============================] - 7s 218ms/step - loss: 5.3659 - accuracy: 0.0042 Epoch 2/35 30/30 [==============================] - 5s 158ms/step - loss: 5.3340 - accuracy: 0.0053 Epoch 3/35 30/30 [==============================] - 5s 159ms/step - loss: 5.3138 - accuracy: 0.0095 Epoch 4/35 30/30 [==============================] - 5s 159ms/step - loss: 5.2997 - accuracy: 0.0074 Epoch 5/35 30/30 [==============================] - 5s 159ms/step - loss: 5.2897 - accuracy: 0.0106 Epoch 6/35 30/30 [==============================] - 5s 161ms/step - loss: 5.2825 - accuracy: 0.0106 Epoch 7/35 30/30 [==============================] - 5s 159ms/step - loss: 5.2782 - accuracy: 0.0106 Epoch 8/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2745 - accuracy: 0.0106 Epoch 9/35 30/30 [==============================] - 5s 159ms/step - loss: 5.2687 - accuracy: 0.0106 Epoch 10/35 30/30 [==============================] - 5s 159ms/step - loss: 5.2669 - accuracy: 0.0106 Epoch 11/35 30/30 [==============================] - 5s 159ms/step - loss: 5.2652 - accuracy: 0.0106 Epoch 12/35 30/30 [==============================] - 5s 160ms/step - loss: 5.2600 - accuracy: 0.0106 Epoch 13/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2554 - accuracy: 0.0106 Epoch 14/35 30/30 [==============================] - 5s 160ms/step - loss: 5.2569 - accuracy: 0.0106 Epoch 15/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2522 - accuracy: 0.0106 Epoch 16/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2497 - accuracy: 0.0106 Epoch 17/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2485 - accuracy: 0.0106 Epoch 18/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2439 - accuracy: 0.0106 Epoch 19/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2413 - accuracy: 0.0106 Epoch 20/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2398 - accuracy: 0.0106 Epoch 21/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2368 - accuracy: 0.0106 Epoch 22/35 30/30 [==============================] - 5s 159ms/step - loss: 5.2358 - accuracy: 0.0106 Epoch 23/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2308 - accuracy: 0.0106 Epoch 24/35 30/30 [==============================] - 5s 156ms/step - loss: 5.2324 - accuracy: 0.0106 Epoch 25/35 30/30 [==============================] - 5s 159ms/step - loss: 5.2275 - accuracy: 0.0106 Epoch 26/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2253 - accuracy: 0.0106 Epoch 27/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2230 - accuracy: 0.0106 Epoch 28/35 30/30 [==============================] - 5s 159ms/step - loss: 5.2206 - accuracy: 0.0106 Epoch 29/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2180 - accuracy: 0.0106 Epoch 30/35 30/30 [==============================] - 5s 160ms/step - loss: 5.2145 - accuracy: 0.0106 Epoch 31/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2160 - accuracy: 0.0106 Epoch 32/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2138 - accuracy: 0.0106 Epoch 33/35 30/30 [==============================] - 5s 160ms/step - loss: 5.2113 - accuracy: 0.0106 Epoch 34/35 30/30 [==============================] - 5s 158ms/step - loss: 5.2098 - accuracy: 0.0106 Epoch 35/35 30/30 [==============================] - 5s 157ms/step - loss: 5.2066 - accuracy: 0.0106 Epoch 1/35 31/31 [==============================] - 7s 211ms/step - loss: 5.3604 - accuracy: 0.0051 Epoch 2/35 31/31 [==============================] - 5s 156ms/step - loss: 5.3387 - accuracy: 0.0051 Epoch 3/35 31/31 [==============================] - 5s 157ms/step - loss: 5.3206 - accuracy: 0.0051 Epoch 4/35 31/31 [==============================] - 5s 161ms/step - loss: 5.3112 - accuracy: 0.0051 Epoch 5/35 31/31 [==============================] - 5s 159ms/step - loss: 5.3028 - accuracy: 0.0051 Epoch 6/35 31/31 [==============================] - 5s 161ms/step - loss: 5.2966 - accuracy: 0.0051 Epoch 7/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2923 - accuracy: 0.0051 Epoch 8/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2865 - accuracy: 0.0051 Epoch 9/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2833 - accuracy: 0.0051 Epoch 10/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2795 - accuracy: 0.0051 Epoch 11/35 31/31 [==============================] - 5s 160ms/step - loss: 5.2758 - accuracy: 0.0051 Epoch 12/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2717 - accuracy: 0.0051 Epoch 13/35 31/31 [==============================] - 5s 156ms/step - loss: 5.2694 - accuracy: 0.0051 Epoch 14/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2674 - accuracy: 0.0051 Epoch 15/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2646 - accuracy: 0.0051 Epoch 16/35 31/31 [==============================] - 5s 156ms/step - loss: 5.2611 - accuracy: 0.0051 Epoch 17/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2590 - accuracy: 0.0051 Epoch 18/35 31/31 [==============================] - 5s 156ms/step - loss: 5.2574 - accuracy: 0.0051 Epoch 19/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2564 - accuracy: 0.0051 Epoch 20/35 31/31 [==============================] - 5s 156ms/step - loss: 5.2529 - accuracy: 0.0041 Epoch 21/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2502 - accuracy: 0.0051 Epoch 22/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2489 - accuracy: 0.0051 Epoch 23/35 31/31 [==============================] - 5s 156ms/step - loss: 5.2480 - accuracy: 0.0061 Epoch 24/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2444 - accuracy: 0.0061 Epoch 25/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2431 - accuracy: 0.0051 Epoch 26/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2406 - accuracy: 0.0061 Epoch 27/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2387 - accuracy: 0.0051 Epoch 28/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2368 - accuracy: 0.0102 Epoch 29/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2345 - accuracy: 0.0082 Epoch 30/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2340 - accuracy: 0.0082 Epoch 31/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2314 - accuracy: 0.0072 Epoch 32/35 31/31 [==============================] - 5s 159ms/step - loss: 5.2267 - accuracy: 0.0092 Epoch 33/35 31/31 [==============================] - 5s 157ms/step - loss: 5.2269 - accuracy: 0.0102 Epoch 34/35 31/31 [==============================] - 5s 156ms/step - loss: 5.2231 - accuracy: 0.0082 Epoch 35/35 31/31 [==============================] - 5s 158ms/step - loss: 5.2207 - accuracy: 0.0143 Epoch 1/35 4/4 [==============================] - 3s 977ms/step - loss: 5.2984 - accuracy: 0.0161 Epoch 2/35 4/4 [==============================] - 1s 156ms/step - loss: 5.2987 - accuracy: 0.0081 Epoch 3/35 4/4 [==============================] - 1s 152ms/step - loss: 5.2934 - accuracy: 0.0242 Epoch 4/35 4/4 [==============================] - 1s 154ms/step - loss: 5.2971 - accuracy: 0.0081 Epoch 5/35 4/4 [==============================] - 1s 154ms/step - loss: 5.2855 - accuracy: 0.0081 Epoch 6/35 4/4 [==============================] - 1s 154ms/step - loss: 5.2796 - accuracy: 0.0081 Epoch 7/35 4/4 [==============================] - 1s 153ms/step - loss: 5.2834 - accuracy: 0.0081 Epoch 8/35 4/4 [==============================] - 1s 152ms/step - loss: 5.2799 - accuracy: 0.0081 Epoch 9/35 4/4 [==============================] - 1s 155ms/step - loss: 5.2702 - accuracy: 0.0081 Epoch 10/35 4/4 [==============================] - 1s 154ms/step - loss: 5.2637 - accuracy: 0.0242 Epoch 11/35 4/4 [==============================] - 1s 158ms/step - loss: 5.2689 - accuracy: 0.0081 Epoch 12/35 4/4 [==============================] - 1s 155ms/step - loss: 5.2611 - accuracy: 0.0161 Epoch 13/35 4/4 [==============================] - 1s 156ms/step - loss: 5.2555 - accuracy: 0.0161 Epoch 14/35 4/4 [==============================] - 1s 155ms/step - loss: 5.2553 - accuracy: 0.0081 Epoch 15/35 4/4 [==============================] - 1s 155ms/step - loss: 5.2562 - accuracy: 0.0161 Epoch 16/35 4/4 [==============================] - 1s 153ms/step - loss: 5.2480 - accuracy: 0.0081 Epoch 17/35 4/4 [==============================] - 1s 158ms/step - loss: 5.2414 - accuracy: 0.0242 Epoch 18/35 4/4 [==============================] - 1s 157ms/step - loss: 5.2419 - accuracy: 0.0161 Epoch 19/35 4/4 [==============================] - 1s 161ms/step - loss: 5.2326 - accuracy: 0.0000e+00 Epoch 20/35 4/4 [==============================] - 1s 158ms/step - loss: 5.2344 - accuracy: 0.0403 Epoch 21/35 4/4 [==============================] - 1s 162ms/step - loss: 5.2256 - accuracy: 0.0242 Epoch 22/35 4/4 [==============================] - 1s 158ms/step - loss: 5.2235 - accuracy: 0.0323 Epoch 23/35 4/4 [==============================] - 1s 157ms/step - loss: 5.2122 - accuracy: 0.0323 Epoch 24/35 4/4 [==============================] - 1s 155ms/step - loss: 5.2130 - accuracy: 0.0484 Epoch 25/35 4/4 [==============================] - 1s 155ms/step - loss: 5.2118 - accuracy: 0.0323 Epoch 26/35 4/4 [==============================] - 1s 156ms/step - loss: 5.2149 - accuracy: 0.0161 Epoch 27/35 4/4 [==============================] - 1s 156ms/step - loss: 5.2105 - accuracy: 0.0161 Epoch 28/35 4/4 [==============================] - 1s 156ms/step - loss: 5.2038 - accuracy: 0.0323 Epoch 29/35 4/4 [==============================] - 1s 157ms/step - loss: 5.1933 - accuracy: 0.0081 Epoch 30/35 4/4 [==============================] - 1s 156ms/step - loss: 5.1932 - accuracy: 0.0323 Epoch 31/35 4/4 [==============================] - 1s 155ms/step - loss: 5.1937 - accuracy: 0.0403 Epoch 32/35 4/4 [==============================] - 1s 158ms/step - loss: 5.1860 - accuracy: 0.0242 Epoch 33/35 4/4 [==============================] - 1s 156ms/step - loss: 5.1752 - accuracy: 0.0403 Epoch 34/35 4/4 [==============================] - 1s 158ms/step - loss: 5.1816 - accuracy: 0.0242 Epoch 35/35 4/4 [==============================] - 1s 158ms/step - loss: 5.1677 - accuracy: 0.0323
And how you see a learning_rate of 0.001 give way lower accuracy than 0.0001.
# Define a function to load batch data
def load_batch_data(batch_no):
images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
return images_train, labels_train
# Define a simple model
model = Sequential()
model.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(224, 224, 3)))
model.add(Conv2D(32, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))
model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))
model.add(Conv2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))
model.add(Flatten())
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(196, activation='softmax')) # 196 is the number of classes
# Compile the model with a lower learning rate
model.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])
# Train the model with each batch
for batch_no in range(9):
images_train, labels_train = load_batch_data(batch_no)
model.fit(images_train, labels_train, epochs=20)
# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Epoch 1/20 31/31 [==============================] - 8s 159ms/step - loss: 5.3389 - accuracy: 0.0072 Epoch 2/20 31/31 [==============================] - 5s 158ms/step - loss: 5.2464 - accuracy: 0.0093 Epoch 3/20 31/31 [==============================] - 5s 159ms/step - loss: 5.2147 - accuracy: 0.0072 Epoch 4/20 31/31 [==============================] - 5s 160ms/step - loss: 5.1416 - accuracy: 0.0259 Epoch 5/20 31/31 [==============================] - 5s 160ms/step - loss: 4.9827 - accuracy: 0.0445 Epoch 6/20 31/31 [==============================] - 5s 160ms/step - loss: 4.6328 - accuracy: 0.0869 Epoch 7/20 31/31 [==============================] - 5s 160ms/step - loss: 3.8317 - accuracy: 0.2058 Epoch 8/20 31/31 [==============================] - 5s 161ms/step - loss: 2.5773 - accuracy: 0.4261 Epoch 9/20 31/31 [==============================] - 5s 162ms/step - loss: 1.3858 - accuracy: 0.6856 Epoch 10/20 31/31 [==============================] - 5s 162ms/step - loss: 0.7736 - accuracy: 0.8180 Epoch 11/20 31/31 [==============================] - 5s 161ms/step - loss: 0.4084 - accuracy: 0.9049 Epoch 12/20 31/31 [==============================] - 5s 161ms/step - loss: 0.2797 - accuracy: 0.9245 Epoch 13/20 31/31 [==============================] - 5s 162ms/step - loss: 0.2311 - accuracy: 0.9462 Epoch 14/20 31/31 [==============================] - 5s 162ms/step - loss: 0.1970 - accuracy: 0.9493 Epoch 15/20 31/31 [==============================] - 5s 162ms/step - loss: 0.1555 - accuracy: 0.9638 Epoch 16/20 31/31 [==============================] - 5s 162ms/step - loss: 0.1217 - accuracy: 0.9679 Epoch 17/20 31/31 [==============================] - 5s 163ms/step - loss: 0.0932 - accuracy: 0.9752 Epoch 18/20 31/31 [==============================] - 5s 163ms/step - loss: 0.0933 - accuracy: 0.9772 Epoch 19/20 31/31 [==============================] - 5s 162ms/step - loss: 0.1000 - accuracy: 0.9762 Epoch 20/20 31/31 [==============================] - 5s 163ms/step - loss: 0.0777 - accuracy: 0.9793 Epoch 1/20 29/29 [==============================] - 5s 162ms/step - loss: 5.9037 - accuracy: 0.0108 Epoch 2/20 29/29 [==============================] - 5s 161ms/step - loss: 5.1430 - accuracy: 0.0313 Epoch 3/20 29/29 [==============================] - 5s 162ms/step - loss: 4.6289 - accuracy: 0.0787 Epoch 4/20 29/29 [==============================] - 5s 163ms/step - loss: 3.4499 - accuracy: 0.2718 Epoch 5/20 29/29 [==============================] - 5s 164ms/step - loss: 2.0134 - accuracy: 0.5458 Epoch 6/20 29/29 [==============================] - 5s 165ms/step - loss: 0.9752 - accuracy: 0.7638 Epoch 7/20 29/29 [==============================] - 5s 165ms/step - loss: 0.5303 - accuracy: 0.8641 Epoch 8/20 29/29 [==============================] - 5s 165ms/step - loss: 0.2957 - accuracy: 0.9266 Epoch 9/20 29/29 [==============================] - 5s 165ms/step - loss: 0.2606 - accuracy: 0.9331 Epoch 10/20 29/29 [==============================] - 5s 165ms/step - loss: 0.2211 - accuracy: 0.9374 Epoch 11/20 29/29 [==============================] - 5s 165ms/step - loss: 0.2114 - accuracy: 0.9482 Epoch 12/20 29/29 [==============================] - 5s 165ms/step - loss: 0.1500 - accuracy: 0.9622 Epoch 13/20 29/29 [==============================] - 5s 165ms/step - loss: 0.1192 - accuracy: 0.9730 Epoch 14/20 29/29 [==============================] - 5s 165ms/step - loss: 0.1096 - accuracy: 0.9698 Epoch 15/20 29/29 [==============================] - 5s 165ms/step - loss: 0.1226 - accuracy: 0.9622 Epoch 16/20 29/29 [==============================] - 5s 164ms/step - loss: 0.1038 - accuracy: 0.9676 Epoch 17/20 29/29 [==============================] - 5s 165ms/step - loss: 0.0809 - accuracy: 0.9817 Epoch 18/20 29/29 [==============================] - 5s 165ms/step - loss: 0.0810 - accuracy: 0.9773 Epoch 19/20 29/29 [==============================] - 5s 165ms/step - loss: 0.0951 - accuracy: 0.9666 Epoch 20/20 29/29 [==============================] - 5s 165ms/step - loss: 0.0881 - accuracy: 0.9773 Epoch 1/20 31/31 [==============================] - 5s 162ms/step - loss: 6.0220 - accuracy: 0.0091 Epoch 2/20 31/31 [==============================] - 5s 161ms/step - loss: 4.9402 - accuracy: 0.0727 Epoch 3/20 31/31 [==============================] - 5s 163ms/step - loss: 4.0726 - accuracy: 0.1768 Epoch 4/20 31/31 [==============================] - 5s 164ms/step - loss: 2.5860 - accuracy: 0.4283 Epoch 5/20 31/31 [==============================] - 5s 165ms/step - loss: 1.2613 - accuracy: 0.6778 Epoch 6/20 31/31 [==============================] - 5s 164ms/step - loss: 0.6150 - accuracy: 0.8434 Epoch 7/20 31/31 [==============================] - 5s 165ms/step - loss: 0.4057 - accuracy: 0.9061 Epoch 8/20 31/31 [==============================] - 5s 164ms/step - loss: 0.2657 - accuracy: 0.9364 Epoch 9/20 31/31 [==============================] - 5s 164ms/step - loss: 0.3219 - accuracy: 0.9172 Epoch 10/20 31/31 [==============================] - 5s 164ms/step - loss: 0.1955 - accuracy: 0.9566 Epoch 11/20 31/31 [==============================] - 5s 164ms/step - loss: 0.1779 - accuracy: 0.9475 Epoch 12/20 31/31 [==============================] - 5s 163ms/step - loss: 0.1596 - accuracy: 0.9586 Epoch 13/20 31/31 [==============================] - 5s 163ms/step - loss: 0.1380 - accuracy: 0.9657 Epoch 14/20 31/31 [==============================] - 5s 163ms/step - loss: 0.1328 - accuracy: 0.9636 Epoch 15/20 31/31 [==============================] - 5s 163ms/step - loss: 0.1245 - accuracy: 0.9626 Epoch 16/20 31/31 [==============================] - 5s 163ms/step - loss: 0.0996 - accuracy: 0.9667 Epoch 17/20 31/31 [==============================] - 5s 163ms/step - loss: 0.1096 - accuracy: 0.9727 Epoch 18/20 31/31 [==============================] - 5s 163ms/step - loss: 0.0808 - accuracy: 0.9798 Epoch 19/20 31/31 [==============================] - 5s 163ms/step - loss: 0.0817 - accuracy: 0.9758 Epoch 20/20 31/31 [==============================] - 5s 164ms/step - loss: 0.0639 - accuracy: 0.9788 Epoch 1/20 31/31 [==============================] - 5s 161ms/step - loss: 6.0055 - accuracy: 0.0143 Epoch 2/20 31/31 [==============================] - 5s 160ms/step - loss: 4.8585 - accuracy: 0.0706 Epoch 3/20 31/31 [==============================] - 5s 162ms/step - loss: 4.1058 - accuracy: 0.1474 Epoch 4/20 31/31 [==============================] - 5s 162ms/step - loss: 3.2168 - accuracy: 0.2845 Epoch 5/20 31/31 [==============================] - 5s 163ms/step - loss: 2.4883 - accuracy: 0.4043 Epoch 6/20 31/31 [==============================] - 5s 163ms/step - loss: 1.8308 - accuracy: 0.5220 Epoch 7/20 31/31 [==============================] - 5s 163ms/step - loss: 1.3804 - accuracy: 0.6387 Epoch 8/20 31/31 [==============================] - 5s 162ms/step - loss: 1.1727 - accuracy: 0.6766 Epoch 9/20 31/31 [==============================] - 5s 163ms/step - loss: 1.0230 - accuracy: 0.7124 Epoch 10/20 31/31 [==============================] - 5s 162ms/step - loss: 0.9709 - accuracy: 0.7329 Epoch 11/20 31/31 [==============================] - 5s 162ms/step - loss: 0.7841 - accuracy: 0.7605 Epoch 12/20 31/31 [==============================] - 5s 162ms/step - loss: 0.7240 - accuracy: 0.8055 Epoch 13/20 31/31 [==============================] - 5s 162ms/step - loss: 0.6820 - accuracy: 0.8076 Epoch 14/20 31/31 [==============================] - 5s 161ms/step - loss: 0.6579 - accuracy: 0.8127 Epoch 15/20 31/31 [==============================] - 5s 161ms/step - loss: 0.5635 - accuracy: 0.8301 Epoch 16/20 31/31 [==============================] - 5s 162ms/step - loss: 0.4948 - accuracy: 0.8444 Epoch 17/20 31/31 [==============================] - 5s 162ms/step - loss: 0.4683 - accuracy: 0.8649 Epoch 18/20 31/31 [==============================] - 5s 162ms/step - loss: 0.4510 - accuracy: 0.8659 Epoch 19/20 31/31 [==============================] - 5s 161ms/step - loss: 0.4062 - accuracy: 0.8782 Epoch 20/20 31/31 [==============================] - 5s 162ms/step - loss: 0.3799 - accuracy: 0.8854 Epoch 1/20 31/31 [==============================] - 5s 161ms/step - loss: 5.8522 - accuracy: 0.0071 Epoch 2/20 31/31 [==============================] - 5s 160ms/step - loss: 5.2755 - accuracy: 0.0071 Epoch 3/20 31/31 [==============================] - 5s 161ms/step - loss: 5.2759 - accuracy: 0.0071 Epoch 4/20 31/31 [==============================] - 5s 161ms/step - loss: 5.2674 - accuracy: 0.0061 Epoch 5/20 31/31 [==============================] - 5s 162ms/step - loss: 5.2605 - accuracy: 0.0051 Epoch 6/20 31/31 [==============================] - 5s 163ms/step - loss: 5.1125 - accuracy: 0.0285 Epoch 7/20 31/31 [==============================] - 5s 163ms/step - loss: 4.8156 - accuracy: 0.0468 Epoch 8/20 31/31 [==============================] - 5s 163ms/step - loss: 4.3937 - accuracy: 0.0804 Epoch 9/20 31/31 [==============================] - 5s 163ms/step - loss: 4.0246 - accuracy: 0.1150 Epoch 10/20 31/31 [==============================] - 5s 163ms/step - loss: 3.6486 - accuracy: 0.1617 Epoch 11/20 31/31 [==============================] - 5s 163ms/step - loss: 3.4311 - accuracy: 0.1923 Epoch 12/20 31/31 [==============================] - 5s 162ms/step - loss: 3.2395 - accuracy: 0.2197 Epoch 13/20 31/31 [==============================] - 5s 162ms/step - loss: 2.9965 - accuracy: 0.2665 Epoch 14/20 31/31 [==============================] - 5s 162ms/step - loss: 2.7729 - accuracy: 0.3215 Epoch 15/20 31/31 [==============================] - 5s 162ms/step - loss: 2.6637 - accuracy: 0.3347 Epoch 16/20 31/31 [==============================] - 5s 161ms/step - loss: 2.6012 - accuracy: 0.3377 Epoch 17/20 31/31 [==============================] - 5s 162ms/step - loss: 2.3560 - accuracy: 0.3998 Epoch 18/20 31/31 [==============================] - 5s 162ms/step - loss: 2.2207 - accuracy: 0.4140 Epoch 19/20 31/31 [==============================] - 5s 162ms/step - loss: 2.2385 - accuracy: 0.4252 Epoch 20/20 31/31 [==============================] - 5s 162ms/step - loss: 2.0559 - accuracy: 0.4730 Epoch 1/20 30/30 [==============================] - 5s 160ms/step - loss: 5.5448 - accuracy: 0.0106 Epoch 2/20 30/30 [==============================] - 5s 159ms/step - loss: 5.2830 - accuracy: 0.0011 Epoch 3/20 30/30 [==============================] - 5s 160ms/step - loss: 5.2835 - accuracy: 0.0021 Epoch 4/20 30/30 [==============================] - 5s 160ms/step - loss: 5.2665 - accuracy: 0.0042 Epoch 5/20 30/30 [==============================] - 5s 162ms/step - loss: 5.2554 - accuracy: 0.0053 Epoch 6/20 30/30 [==============================] - 5s 162ms/step - loss: 5.2609 - accuracy: 0.0106 Epoch 7/20 30/30 [==============================] - 5s 162ms/step - loss: 5.2116 - accuracy: 0.0116 Epoch 8/20 30/30 [==============================] - 5s 162ms/step - loss: 5.1168 - accuracy: 0.0085 Epoch 9/20 30/30 [==============================] - 5s 161ms/step - loss: 5.0021 - accuracy: 0.0148 Epoch 10/20 30/30 [==============================] - 5s 160ms/step - loss: 4.9138 - accuracy: 0.0254 Epoch 11/20 30/30 [==============================] - 5s 160ms/step - loss: 4.8404 - accuracy: 0.0381 Epoch 12/20 30/30 [==============================] - 5s 160ms/step - loss: 4.7121 - accuracy: 0.0455 Epoch 13/20 30/30 [==============================] - 5s 160ms/step - loss: 4.6185 - accuracy: 0.0561 Epoch 14/20 30/30 [==============================] - 5s 160ms/step - loss: 4.5553 - accuracy: 0.0677 Epoch 15/20 30/30 [==============================] - 5s 159ms/step - loss: 4.4795 - accuracy: 0.0878 Epoch 16/20 30/30 [==============================] - 5s 160ms/step - loss: 4.4097 - accuracy: 0.0847 Epoch 17/20 30/30 [==============================] - 5s 160ms/step - loss: 4.3237 - accuracy: 0.0878 Epoch 18/20 30/30 [==============================] - 5s 160ms/step - loss: 4.2847 - accuracy: 0.1005 Epoch 19/20 30/30 [==============================] - 5s 160ms/step - loss: 4.2752 - accuracy: 0.0899 Epoch 20/20 30/30 [==============================] - 5s 160ms/step - loss: 4.1862 - accuracy: 0.1111 Epoch 1/20 30/30 [==============================] - 5s 160ms/step - loss: 5.4081 - accuracy: 0.0042 Epoch 2/20 30/30 [==============================] - 5s 160ms/step - loss: 5.1976 - accuracy: 0.0116 Epoch 3/20 30/30 [==============================] - 5s 160ms/step - loss: 5.1572 - accuracy: 0.0106 Epoch 4/20 30/30 [==============================] - 5s 161ms/step - loss: 5.1302 - accuracy: 0.0095 Epoch 5/20 30/30 [==============================] - 5s 161ms/step - loss: 5.1360 - accuracy: 0.0106 Epoch 6/20 30/30 [==============================] - 5s 162ms/step - loss: 5.0458 - accuracy: 0.0137 Epoch 7/20 30/30 [==============================] - 5s 161ms/step - loss: 5.0134 - accuracy: 0.0275 Epoch 8/20 30/30 [==============================] - 5s 161ms/step - loss: 4.9885 - accuracy: 0.0328 Epoch 9/20 30/30 [==============================] - 5s 161ms/step - loss: 4.9287 - accuracy: 0.0338 Epoch 10/20 30/30 [==============================] - 5s 160ms/step - loss: 4.8903 - accuracy: 0.0222 Epoch 11/20 30/30 [==============================] - 5s 160ms/step - loss: 4.8451 - accuracy: 0.0412 Epoch 12/20 30/30 [==============================] - 5s 160ms/step - loss: 4.7608 - accuracy: 0.0455 Epoch 13/20 30/30 [==============================] - 5s 160ms/step - loss: 4.7638 - accuracy: 0.0539 Epoch 14/20 30/30 [==============================] - 5s 160ms/step - loss: 4.6795 - accuracy: 0.0497 Epoch 15/20 30/30 [==============================] - 5s 160ms/step - loss: 4.6420 - accuracy: 0.0581 Epoch 16/20 30/30 [==============================] - 5s 160ms/step - loss: 4.5793 - accuracy: 0.0581 Epoch 17/20 30/30 [==============================] - 5s 161ms/step - loss: 4.5462 - accuracy: 0.0655 Epoch 18/20 30/30 [==============================] - 5s 160ms/step - loss: 4.5077 - accuracy: 0.0708 Epoch 19/20 30/30 [==============================] - 5s 160ms/step - loss: 4.5394 - accuracy: 0.0634 Epoch 20/20 30/30 [==============================] - 5s 161ms/step - loss: 4.4461 - accuracy: 0.0856 Epoch 1/20 31/31 [==============================] - 5s 158ms/step - loss: 5.3385 - accuracy: 0.0061 Epoch 2/20 31/31 [==============================] - 5s 159ms/step - loss: 5.2561 - accuracy: 0.0082 Epoch 3/20 31/31 [==============================] - 5s 160ms/step - loss: 5.2448 - accuracy: 0.0051 Epoch 4/20 31/31 [==============================] - 5s 160ms/step - loss: 5.2374 - accuracy: 0.0072 Epoch 5/20 31/31 [==============================] - 5s 161ms/step - loss: 5.2001 - accuracy: 0.0123 Epoch 6/20 31/31 [==============================] - 5s 160ms/step - loss: 5.2005 - accuracy: 0.0113 Epoch 7/20 31/31 [==============================] - 5s 160ms/step - loss: 5.1703 - accuracy: 0.0133 Epoch 8/20 31/31 [==============================] - 5s 160ms/step - loss: 5.1468 - accuracy: 0.0113 Epoch 9/20 31/31 [==============================] - 5s 160ms/step - loss: 5.1293 - accuracy: 0.0143 Epoch 10/20 31/31 [==============================] - 5s 160ms/step - loss: 5.0664 - accuracy: 0.0225 Epoch 11/20 31/31 [==============================] - 5s 160ms/step - loss: 5.0572 - accuracy: 0.0287 Epoch 12/20 31/31 [==============================] - 5s 160ms/step - loss: 5.0166 - accuracy: 0.0328 Epoch 13/20 31/31 [==============================] - 5s 160ms/step - loss: 5.0098 - accuracy: 0.0297 Epoch 14/20 31/31 [==============================] - 5s 159ms/step - loss: 5.0014 - accuracy: 0.0338 Epoch 15/20 31/31 [==============================] - 5s 160ms/step - loss: 4.9470 - accuracy: 0.0389 Epoch 16/20 31/31 [==============================] - 5s 162ms/step - loss: 4.9588 - accuracy: 0.0389 Epoch 17/20 31/31 [==============================] - 5s 160ms/step - loss: 4.9040 - accuracy: 0.0420 Epoch 18/20 31/31 [==============================] - 5s 160ms/step - loss: 4.8988 - accuracy: 0.0338 Epoch 19/20 31/31 [==============================] - 5s 161ms/step - loss: 4.8781 - accuracy: 0.0420 Epoch 20/20 31/31 [==============================] - 5s 160ms/step - loss: 4.8617 - accuracy: 0.0369 Epoch 1/20 4/4 [==============================] - 1s 155ms/step - loss: 5.2807 - accuracy: 0.0323 Epoch 2/20 4/4 [==============================] - 1s 157ms/step - loss: 5.1769 - accuracy: 0.0323 Epoch 3/20 4/4 [==============================] - 1s 159ms/step - loss: 5.0669 - accuracy: 0.0565 Epoch 4/20 4/4 [==============================] - 1s 156ms/step - loss: 5.0179 - accuracy: 0.0484 Epoch 5/20 4/4 [==============================] - 1s 156ms/step - loss: 4.9279 - accuracy: 0.0565 Epoch 6/20 4/4 [==============================] - 1s 157ms/step - loss: 4.9551 - accuracy: 0.0323 Epoch 7/20 4/4 [==============================] - 1s 157ms/step - loss: 4.9591 - accuracy: 0.0242 Epoch 8/20 4/4 [==============================] - 1s 156ms/step - loss: 4.8744 - accuracy: 0.0323 Epoch 9/20 4/4 [==============================] - 1s 159ms/step - loss: 4.8672 - accuracy: 0.0484 Epoch 10/20 4/4 [==============================] - 1s 157ms/step - loss: 4.7508 - accuracy: 0.0645 Epoch 11/20 4/4 [==============================] - 1s 156ms/step - loss: 4.8335 - accuracy: 0.0403 Epoch 12/20 4/4 [==============================] - 1s 158ms/step - loss: 4.8462 - accuracy: 0.0565 Epoch 13/20 4/4 [==============================] - 1s 157ms/step - loss: 4.9014 - accuracy: 0.0242 Epoch 14/20 4/4 [==============================] - 1s 158ms/step - loss: 4.8203 - accuracy: 0.0323 Epoch 15/20 4/4 [==============================] - 1s 156ms/step - loss: 4.6905 - accuracy: 0.0645 Epoch 16/20 4/4 [==============================] - 1s 157ms/step - loss: 4.8581 - accuracy: 0.0403 Epoch 17/20 4/4 [==============================] - 1s 158ms/step - loss: 4.8155 - accuracy: 0.0403 Epoch 18/20 4/4 [==============================] - 1s 157ms/step - loss: 4.6734 - accuracy: 0.0726 Epoch 19/20 4/4 [==============================] - 1s 159ms/step - loss: 4.7528 - accuracy: 0.0565 Epoch 20/20 4/4 [==============================] - 1s 155ms/step - loss: 4.7750 - accuracy: 0.0484
Epochs of 20 gives a pretty bad results, but if we go above 35 we see too good results, which may overfit the model. Let's keep it 30
# Define a function to load batch data
def load_batch_data(batch_no):
images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
return images_train, labels_train
# Define a simple model
model = Sequential()
model.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(224, 224, 3)))
model.add(Conv2D(32, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))
model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))
model.add(Conv2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))
model.add(Flatten())
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(196, activation='softmax')) # 196 is the number of classes
# Compile the model with a lower learning rate
model.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])
# Train the model with each batch
for batch_no in range(9):
images_train, labels_train = load_batch_data(batch_no)
model.fit(images_train, labels_train, epochs=30)
# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Epoch 1/30 31/31 [==============================] - 18s 186ms/step - loss: 5.4367 - accuracy: 0.0072 Epoch 2/30 31/31 [==============================] - 5s 156ms/step - loss: 5.2546 - accuracy: 0.0072 Epoch 3/30 31/31 [==============================] - 5s 156ms/step - loss: 5.2262 - accuracy: 0.0093 Epoch 4/30 31/31 [==============================] - 5s 157ms/step - loss: 5.1810 - accuracy: 0.0217 Epoch 5/30 31/31 [==============================] - 5s 158ms/step - loss: 5.1254 - accuracy: 0.0196 Epoch 6/30 31/31 [==============================] - 5s 159ms/step - loss: 5.0052 - accuracy: 0.0341 Epoch 7/30 31/31 [==============================] - 5s 161ms/step - loss: 4.7012 - accuracy: 0.0641 Epoch 8/30 31/31 [==============================] - 5s 162ms/step - loss: 4.1693 - accuracy: 0.1396 Epoch 9/30 31/31 [==============================] - 5s 162ms/step - loss: 3.3455 - accuracy: 0.2699 Epoch 10/30 31/31 [==============================] - 5s 163ms/step - loss: 2.3764 - accuracy: 0.4519 Epoch 11/30 31/31 [==============================] - 5s 164ms/step - loss: 1.3670 - accuracy: 0.6949 Epoch 12/30 31/31 [==============================] - 5s 164ms/step - loss: 0.9199 - accuracy: 0.7880 Epoch 13/30 31/31 [==============================] - 5s 164ms/step - loss: 0.6116 - accuracy: 0.8345 Epoch 14/30 31/31 [==============================] - 5s 165ms/step - loss: 0.4673 - accuracy: 0.8821 Epoch 15/30 31/31 [==============================] - 5s 165ms/step - loss: 0.3288 - accuracy: 0.9069 Epoch 16/30 31/31 [==============================] - 5s 165ms/step - loss: 0.2603 - accuracy: 0.9307 Epoch 17/30 31/31 [==============================] - 5s 167ms/step - loss: 0.2778 - accuracy: 0.9255 Epoch 18/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1820 - accuracy: 0.9524 Epoch 19/30 31/31 [==============================] - 5s 170ms/step - loss: 0.1880 - accuracy: 0.9504 Epoch 20/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1656 - accuracy: 0.9504 Epoch 21/30 31/31 [==============================] - 5s 167ms/step - loss: 0.1590 - accuracy: 0.9597 Epoch 22/30 31/31 [==============================] - 5s 170ms/step - loss: 0.1166 - accuracy: 0.9628 Epoch 23/30 31/31 [==============================] - 5s 168ms/step - loss: 0.1674 - accuracy: 0.9617 Epoch 24/30 31/31 [==============================] - 5s 171ms/step - loss: 0.1218 - accuracy: 0.9690 Epoch 25/30 31/31 [==============================] - 5s 168ms/step - loss: 0.1661 - accuracy: 0.9555 Epoch 26/30 31/31 [==============================] - 5s 169ms/step - loss: 0.1239 - accuracy: 0.9638 Epoch 27/30 31/31 [==============================] - 5s 169ms/step - loss: 0.1144 - accuracy: 0.9700 Epoch 28/30 31/31 [==============================] - 5s 170ms/step - loss: 0.1223 - accuracy: 0.9669 Epoch 29/30 31/31 [==============================] - 5s 170ms/step - loss: 0.1149 - accuracy: 0.9617 Epoch 30/30 31/31 [==============================] - 5s 170ms/step - loss: 0.1195 - accuracy: 0.9659 Epoch 1/30 29/29 [==============================] - 8s 261ms/step - loss: 5.9891 - accuracy: 0.0076 Epoch 2/30 29/29 [==============================] - 5s 165ms/step - loss: 5.1278 - accuracy: 0.0280 Epoch 3/30 29/29 [==============================] - 5s 166ms/step - loss: 4.5057 - accuracy: 0.1046 Epoch 4/30 29/29 [==============================] - 5s 166ms/step - loss: 3.1018 - accuracy: 0.3193 Epoch 5/30 29/29 [==============================] - 5s 168ms/step - loss: 1.5700 - accuracy: 0.6235 Epoch 6/30 29/29 [==============================] - 5s 169ms/step - loss: 0.8020 - accuracy: 0.8037 Epoch 7/30 29/29 [==============================] - 5s 170ms/step - loss: 0.4713 - accuracy: 0.8867 Epoch 8/30 29/29 [==============================] - 5s 171ms/step - loss: 0.3869 - accuracy: 0.8943 Epoch 9/30 29/29 [==============================] - 5s 171ms/step - loss: 0.2494 - accuracy: 0.9353 Epoch 10/30 29/29 [==============================] - 5s 172ms/step - loss: 0.2171 - accuracy: 0.9417 Epoch 11/30 29/29 [==============================] - 5s 172ms/step - loss: 0.1412 - accuracy: 0.9612 Epoch 12/30 29/29 [==============================] - 5s 173ms/step - loss: 0.1222 - accuracy: 0.9644 Epoch 13/30 29/29 [==============================] - 5s 173ms/step - loss: 0.1147 - accuracy: 0.9698 Epoch 14/30 29/29 [==============================] - 5s 173ms/step - loss: 0.0954 - accuracy: 0.9687 Epoch 15/30 29/29 [==============================] - 5s 173ms/step - loss: 0.1435 - accuracy: 0.9601 Epoch 16/30 29/29 [==============================] - 5s 173ms/step - loss: 0.1040 - accuracy: 0.9720 Epoch 17/30 29/29 [==============================] - 5s 174ms/step - loss: 0.0935 - accuracy: 0.9730 Epoch 18/30 29/29 [==============================] - 5s 174ms/step - loss: 0.1035 - accuracy: 0.9741 Epoch 19/30 29/29 [==============================] - 5s 174ms/step - loss: 0.0657 - accuracy: 0.9817 Epoch 20/30 29/29 [==============================] - 5s 174ms/step - loss: 0.0957 - accuracy: 0.9730 Epoch 21/30 29/29 [==============================] - 5s 174ms/step - loss: 0.0712 - accuracy: 0.9795 Epoch 22/30 29/29 [==============================] - 5s 174ms/step - loss: 0.0846 - accuracy: 0.9773 Epoch 23/30 29/29 [==============================] - 5s 175ms/step - loss: 0.0566 - accuracy: 0.9817 Epoch 24/30 29/29 [==============================] - 5s 175ms/step - loss: 0.0666 - accuracy: 0.9752 Epoch 25/30 29/29 [==============================] - 5s 175ms/step - loss: 0.0690 - accuracy: 0.9892 Epoch 26/30 29/29 [==============================] - 5s 175ms/step - loss: 0.0831 - accuracy: 0.9784 Epoch 27/30 29/29 [==============================] - 5s 176ms/step - loss: 0.0694 - accuracy: 0.9838 Epoch 28/30 29/29 [==============================] - 5s 176ms/step - loss: 0.0885 - accuracy: 0.9763 Epoch 29/30 29/29 [==============================] - 5s 177ms/step - loss: 0.0562 - accuracy: 0.9871 Epoch 30/30 29/29 [==============================] - 5s 179ms/step - loss: 0.0528 - accuracy: 0.9881 Epoch 1/30 31/31 [==============================] - 8s 253ms/step - loss: 6.1584 - accuracy: 0.0081 Epoch 2/30 31/31 [==============================] - 5s 167ms/step - loss: 5.0119 - accuracy: 0.0707 Epoch 3/30 31/31 [==============================] - 5s 167ms/step - loss: 3.9820 - accuracy: 0.2202 Epoch 4/30 31/31 [==============================] - 5s 168ms/step - loss: 1.8825 - accuracy: 0.6010 Epoch 5/30 31/31 [==============================] - 5s 170ms/step - loss: 0.5073 - accuracy: 0.8859 Epoch 6/30 31/31 [==============================] - 5s 170ms/step - loss: 0.1826 - accuracy: 0.9515 Epoch 7/30 31/31 [==============================] - 5s 170ms/step - loss: 0.1673 - accuracy: 0.9657 Epoch 8/30 31/31 [==============================] - 5s 170ms/step - loss: 0.0995 - accuracy: 0.9727 Epoch 9/30 31/31 [==============================] - 5s 171ms/step - loss: 0.1088 - accuracy: 0.9737 Epoch 10/30 31/31 [==============================] - 5s 171ms/step - loss: 0.0647 - accuracy: 0.9879 Epoch 11/30 31/31 [==============================] - 5s 172ms/step - loss: 0.0671 - accuracy: 0.9838 Epoch 12/30 31/31 [==============================] - 5s 172ms/step - loss: 0.0519 - accuracy: 0.9848 Epoch 13/30 31/31 [==============================] - 5s 173ms/step - loss: 0.0402 - accuracy: 0.9919 Epoch 14/30 31/31 [==============================] - 5s 173ms/step - loss: 0.0696 - accuracy: 0.9869 Epoch 15/30 31/31 [==============================] - 5s 172ms/step - loss: 0.0422 - accuracy: 0.9899 Epoch 16/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0375 - accuracy: 0.9929 Epoch 17/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0386 - accuracy: 0.9879 Epoch 18/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0348 - accuracy: 0.9909 Epoch 19/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0304 - accuracy: 0.9929 Epoch 20/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0465 - accuracy: 0.9899 Epoch 21/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0337 - accuracy: 0.9909 Epoch 22/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0218 - accuracy: 0.9970 Epoch 23/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0283 - accuracy: 0.9939 Epoch 24/30 31/31 [==============================] - 5s 175ms/step - loss: 0.0163 - accuracy: 0.9960 Epoch 25/30 31/31 [==============================] - 5s 175ms/step - loss: 0.0275 - accuracy: 0.9919 Epoch 26/30 31/31 [==============================] - 5s 175ms/step - loss: 0.0459 - accuracy: 0.9929 Epoch 27/30 31/31 [==============================] - 5s 175ms/step - loss: 0.0311 - accuracy: 0.9909 Epoch 28/30 31/31 [==============================] - 5s 175ms/step - loss: 0.0191 - accuracy: 0.9929 Epoch 29/30 31/31 [==============================] - 5s 175ms/step - loss: 0.0156 - accuracy: 0.9960 Epoch 30/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0106 - accuracy: 0.9960 Epoch 1/30 31/31 [==============================] - 7s 221ms/step - loss: 6.1024 - accuracy: 0.0154 Epoch 2/30 31/31 [==============================] - 5s 164ms/step - loss: 4.5756 - accuracy: 0.1535 Epoch 3/30 31/31 [==============================] - 5s 166ms/step - loss: 2.8243 - accuracy: 0.4074 Epoch 4/30 31/31 [==============================] - 5s 168ms/step - loss: 1.1392 - accuracy: 0.7503 Epoch 5/30 31/31 [==============================] - 5s 168ms/step - loss: 0.4147 - accuracy: 0.8895 Epoch 6/30 31/31 [==============================] - 5s 169ms/step - loss: 0.2671 - accuracy: 0.9273 Epoch 7/30 31/31 [==============================] - 5s 171ms/step - loss: 0.1831 - accuracy: 0.9550 Epoch 8/30 31/31 [==============================] - 5s 170ms/step - loss: 0.1517 - accuracy: 0.9570 Epoch 9/30 31/31 [==============================] - 5s 171ms/step - loss: 0.1002 - accuracy: 0.9754 Epoch 10/30 31/31 [==============================] - 5s 171ms/step - loss: 0.1096 - accuracy: 0.9744 Epoch 11/30 31/31 [==============================] - 5s 171ms/step - loss: 0.0895 - accuracy: 0.9754 Epoch 12/30 31/31 [==============================] - 5s 172ms/step - loss: 0.0841 - accuracy: 0.9785 Epoch 13/30 31/31 [==============================] - 5s 172ms/step - loss: 0.0872 - accuracy: 0.9816 Epoch 14/30 31/31 [==============================] - 5s 171ms/step - loss: 0.0489 - accuracy: 0.9887 Epoch 15/30 31/31 [==============================] - 5s 172ms/step - loss: 0.0460 - accuracy: 0.9898 Epoch 16/30 31/31 [==============================] - 5s 172ms/step - loss: 0.0423 - accuracy: 0.9898 Epoch 17/30 31/31 [==============================] - 5s 173ms/step - loss: 0.0528 - accuracy: 0.9857 Epoch 18/30 31/31 [==============================] - 5s 173ms/step - loss: 0.0282 - accuracy: 0.9918 Epoch 19/30 31/31 [==============================] - 5s 175ms/step - loss: 0.0288 - accuracy: 0.9928 Epoch 20/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0556 - accuracy: 0.9867 Epoch 21/30 31/31 [==============================] - 5s 173ms/step - loss: 0.0442 - accuracy: 0.9887 Epoch 22/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0231 - accuracy: 0.9928 Epoch 23/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0418 - accuracy: 0.9898 Epoch 24/30 31/31 [==============================] - 5s 173ms/step - loss: 0.0407 - accuracy: 0.9887 Epoch 25/30 31/31 [==============================] - 5s 173ms/step - loss: 0.0143 - accuracy: 0.9969 Epoch 26/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0269 - accuracy: 0.9928 Epoch 27/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0287 - accuracy: 0.9928 Epoch 28/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0292 - accuracy: 0.9939 Epoch 29/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0253 - accuracy: 0.9918 Epoch 30/30 31/31 [==============================] - 5s 173ms/step - loss: 0.0242 - accuracy: 0.9908 Epoch 1/30 31/31 [==============================] - 8s 246ms/step - loss: 6.1509 - accuracy: 0.0092 Epoch 2/30 31/31 [==============================] - 5s 172ms/step - loss: 4.7338 - accuracy: 0.0732 Epoch 3/30 31/31 [==============================] - 5s 173ms/step - loss: 3.7578 - accuracy: 0.2197 Epoch 4/30 31/31 [==============================] - 5s 173ms/step - loss: 2.5099 - accuracy: 0.4395 Epoch 5/30 31/31 [==============================] - 5s 174ms/step - loss: 1.6881 - accuracy: 0.5931 Epoch 6/30 31/31 [==============================] - 5s 175ms/step - loss: 1.1359 - accuracy: 0.7019 Epoch 7/30 31/31 [==============================] - 5s 175ms/step - loss: 0.7980 - accuracy: 0.7955 Epoch 8/30 31/31 [==============================] - 5s 175ms/step - loss: 0.6586 - accuracy: 0.8189 Epoch 9/30 31/31 [==============================] - 5s 175ms/step - loss: 0.4734 - accuracy: 0.8759 Epoch 10/30 31/31 [==============================] - 5s 175ms/step - loss: 0.4227 - accuracy: 0.8810 Epoch 11/30 31/31 [==============================] - 5s 175ms/step - loss: 0.3270 - accuracy: 0.9176 Epoch 12/30 31/31 [==============================] - 5s 174ms/step - loss: 0.3397 - accuracy: 0.8983 Epoch 13/30 31/31 [==============================] - 5s 174ms/step - loss: 0.2943 - accuracy: 0.9217 Epoch 14/30 31/31 [==============================] - 5s 174ms/step - loss: 0.3056 - accuracy: 0.9074 Epoch 15/30 31/31 [==============================] - 5s 174ms/step - loss: 0.2604 - accuracy: 0.9308 Epoch 16/30 31/31 [==============================] - 5s 176ms/step - loss: 0.2129 - accuracy: 0.9308 Epoch 17/30 31/31 [==============================] - 5s 175ms/step - loss: 0.1720 - accuracy: 0.9512 Epoch 18/30 31/31 [==============================] - 5s 174ms/step - loss: 0.2209 - accuracy: 0.9440 Epoch 19/30 31/31 [==============================] - 5s 174ms/step - loss: 0.2067 - accuracy: 0.9430 Epoch 20/30 31/31 [==============================] - 5s 175ms/step - loss: 0.1306 - accuracy: 0.9624 Epoch 21/30 31/31 [==============================] - 5s 174ms/step - loss: 0.1406 - accuracy: 0.9552 Epoch 22/30 31/31 [==============================] - 5s 174ms/step - loss: 0.1323 - accuracy: 0.9624 Epoch 23/30 31/31 [==============================] - 5s 174ms/step - loss: 0.1153 - accuracy: 0.9654 Epoch 24/30 31/31 [==============================] - 5s 175ms/step - loss: 0.1399 - accuracy: 0.9593 Epoch 25/30 31/31 [==============================] - 5s 175ms/step - loss: 0.1398 - accuracy: 0.9624 Epoch 26/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0951 - accuracy: 0.9674 Epoch 27/30 31/31 [==============================] - 5s 174ms/step - loss: 0.1175 - accuracy: 0.9654 Epoch 28/30 31/31 [==============================] - 5s 174ms/step - loss: 0.1273 - accuracy: 0.9603 Epoch 29/30 31/31 [==============================] - 5s 174ms/step - loss: 0.0952 - accuracy: 0.9776 Epoch 30/30 31/31 [==============================] - 5s 176ms/step - loss: 0.0970 - accuracy: 0.9695 Epoch 1/30 30/30 [==============================] - 5s 170ms/step - loss: 6.4063 - accuracy: 0.0116 Epoch 2/30 30/30 [==============================] - 5s 169ms/step - loss: 4.6274 - accuracy: 0.1037 Epoch 3/30 30/30 [==============================] - 5s 171ms/step - loss: 3.4563 - accuracy: 0.2963 Epoch 4/30 30/30 [==============================] - 5s 173ms/step - loss: 2.0941 - accuracy: 0.5185 Epoch 5/30 30/30 [==============================] - 5s 177ms/step - loss: 1.2534 - accuracy: 0.6878 Epoch 6/30 30/30 [==============================] - 5s 176ms/step - loss: 0.8417 - accuracy: 0.7862 Epoch 7/30 30/30 [==============================] - 5s 174ms/step - loss: 0.6915 - accuracy: 0.8169 Epoch 8/30 30/30 [==============================] - 5s 173ms/step - loss: 0.5321 - accuracy: 0.8508 Epoch 9/30 30/30 [==============================] - 5s 173ms/step - loss: 0.3642 - accuracy: 0.8910 Epoch 10/30 30/30 [==============================] - 5s 173ms/step - loss: 0.3019 - accuracy: 0.9122 Epoch 11/30 30/30 [==============================] - 5s 172ms/step - loss: 0.2560 - accuracy: 0.9280 Epoch 12/30 30/30 [==============================] - 5s 172ms/step - loss: 0.2855 - accuracy: 0.9249 Epoch 13/30 30/30 [==============================] - 5s 172ms/step - loss: 0.2498 - accuracy: 0.9333 Epoch 14/30 30/30 [==============================] - 5s 172ms/step - loss: 0.1935 - accuracy: 0.9481 Epoch 15/30 30/30 [==============================] - 5s 172ms/step - loss: 0.1590 - accuracy: 0.9492 Epoch 16/30 30/30 [==============================] - 5s 172ms/step - loss: 0.1836 - accuracy: 0.9460 Epoch 17/30 30/30 [==============================] - 5s 172ms/step - loss: 0.1535 - accuracy: 0.9556 Epoch 18/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1338 - accuracy: 0.9651 Epoch 19/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1381 - accuracy: 0.9630 Epoch 20/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1274 - accuracy: 0.9640 Epoch 21/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1439 - accuracy: 0.9630 Epoch 22/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1042 - accuracy: 0.9714 Epoch 23/30 30/30 [==============================] - 5s 174ms/step - loss: 0.1059 - accuracy: 0.9725 Epoch 24/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1689 - accuracy: 0.9566 Epoch 25/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1270 - accuracy: 0.9672 Epoch 26/30 30/30 [==============================] - 5s 173ms/step - loss: 0.0826 - accuracy: 0.9810 Epoch 27/30 30/30 [==============================] - 5s 173ms/step - loss: 0.0929 - accuracy: 0.9683 Epoch 28/30 30/30 [==============================] - 5s 173ms/step - loss: 0.0771 - accuracy: 0.9778 Epoch 29/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1115 - accuracy: 0.9661 Epoch 30/30 30/30 [==============================] - 5s 173ms/step - loss: 0.0909 - accuracy: 0.9725 Epoch 1/30 30/30 [==============================] - 7s 232ms/step - loss: 6.2350 - accuracy: 0.0275 Epoch 2/30 30/30 [==============================] - 5s 170ms/step - loss: 4.4758 - accuracy: 0.0983 Epoch 3/30 30/30 [==============================] - 5s 171ms/step - loss: 3.4363 - accuracy: 0.2484 Epoch 4/30 30/30 [==============================] - 5s 174ms/step - loss: 2.3740 - accuracy: 0.4281 Epoch 5/30 30/30 [==============================] - 5s 175ms/step - loss: 1.6677 - accuracy: 0.5698 Epoch 6/30 30/30 [==============================] - 5s 176ms/step - loss: 1.2921 - accuracy: 0.6734 Epoch 7/30 30/30 [==============================] - 5s 175ms/step - loss: 0.9858 - accuracy: 0.7336 Epoch 8/30 30/30 [==============================] - 5s 175ms/step - loss: 0.8175 - accuracy: 0.7791 Epoch 9/30 30/30 [==============================] - 5s 174ms/step - loss: 0.7474 - accuracy: 0.7949 Epoch 10/30 30/30 [==============================] - 5s 173ms/step - loss: 0.6782 - accuracy: 0.8192 Epoch 11/30 30/30 [==============================] - 5s 174ms/step - loss: 0.5463 - accuracy: 0.8266 Epoch 12/30 30/30 [==============================] - 5s 174ms/step - loss: 0.4797 - accuracy: 0.8626 Epoch 13/30 30/30 [==============================] - 5s 172ms/step - loss: 0.4396 - accuracy: 0.8700 Epoch 14/30 30/30 [==============================] - 5s 174ms/step - loss: 0.4094 - accuracy: 0.8816 Epoch 15/30 30/30 [==============================] - 5s 172ms/step - loss: 0.3881 - accuracy: 0.8816 Epoch 16/30 30/30 [==============================] - 5s 172ms/step - loss: 0.3450 - accuracy: 0.9154 Epoch 17/30 30/30 [==============================] - 5s 173ms/step - loss: 0.3075 - accuracy: 0.9080 Epoch 18/30 30/30 [==============================] - 5s 173ms/step - loss: 0.2947 - accuracy: 0.9133 Epoch 19/30 30/30 [==============================] - 5s 173ms/step - loss: 0.2703 - accuracy: 0.9123 Epoch 20/30 30/30 [==============================] - 5s 173ms/step - loss: 0.3005 - accuracy: 0.9207 Epoch 21/30 30/30 [==============================] - 5s 173ms/step - loss: 0.2063 - accuracy: 0.9355 Epoch 22/30 30/30 [==============================] - 5s 173ms/step - loss: 0.2168 - accuracy: 0.9387 Epoch 23/30 30/30 [==============================] - 5s 173ms/step - loss: 0.2526 - accuracy: 0.9292 Epoch 24/30 30/30 [==============================] - 5s 174ms/step - loss: 0.1558 - accuracy: 0.9493 Epoch 25/30 30/30 [==============================] - 5s 173ms/step - loss: 0.2112 - accuracy: 0.9397 Epoch 26/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1879 - accuracy: 0.9450 Epoch 27/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1957 - accuracy: 0.9387 Epoch 28/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1853 - accuracy: 0.9524 Epoch 29/30 30/30 [==============================] - 5s 173ms/step - loss: 0.1571 - accuracy: 0.9567 Epoch 30/30 30/30 [==============================] - 5s 172ms/step - loss: 0.1784 - accuracy: 0.9503 Epoch 1/30 31/31 [==============================] - 7s 222ms/step - loss: 6.2802 - accuracy: 0.0133 Epoch 2/30 31/31 [==============================] - 5s 169ms/step - loss: 4.3251 - accuracy: 0.1434 Epoch 3/30 31/31 [==============================] - 5s 171ms/step - loss: 3.1205 - accuracy: 0.3248 Epoch 4/30 31/31 [==============================] - 5s 173ms/step - loss: 1.9695 - accuracy: 0.5328 Epoch 5/30 31/31 [==============================] - 5s 174ms/step - loss: 1.1325 - accuracy: 0.7141 Epoch 6/30 31/31 [==============================] - 5s 175ms/step - loss: 0.8547 - accuracy: 0.7756 Epoch 7/30 31/31 [==============================] - 5s 175ms/step - loss: 0.5581 - accuracy: 0.8432 Epoch 8/30 31/31 [==============================] - 5s 174ms/step - loss: 0.5193 - accuracy: 0.8617 Epoch 9/30 31/31 [==============================] - 5s 174ms/step - loss: 0.4436 - accuracy: 0.8750 Epoch 10/30 31/31 [==============================] - 5s 172ms/step - loss: 0.3600 - accuracy: 0.8893 Epoch 11/30 31/31 [==============================] - 5s 173ms/step - loss: 0.3677 - accuracy: 0.8975 Epoch 12/30 31/31 [==============================] - 5s 172ms/step - loss: 0.2595 - accuracy: 0.9242 Epoch 13/30 31/31 [==============================] - 5s 172ms/step - loss: 0.2683 - accuracy: 0.9262 Epoch 14/30 31/31 [==============================] - 5s 171ms/step - loss: 0.2525 - accuracy: 0.9252 Epoch 15/30 31/31 [==============================] - 5s 172ms/step - loss: 0.2248 - accuracy: 0.9355 Epoch 16/30 31/31 [==============================] - 5s 172ms/step - loss: 0.2020 - accuracy: 0.9395 Epoch 17/30 31/31 [==============================] - 5s 172ms/step - loss: 0.1850 - accuracy: 0.9406 Epoch 18/30 31/31 [==============================] - 5s 173ms/step - loss: 0.1843 - accuracy: 0.9447 Epoch 19/30 31/31 [==============================] - 5s 172ms/step - loss: 0.1633 - accuracy: 0.9508 Epoch 20/30 31/31 [==============================] - 5s 173ms/step - loss: 0.1748 - accuracy: 0.9498 Epoch 21/30 31/31 [==============================] - 5s 173ms/step - loss: 0.1801 - accuracy: 0.9426 Epoch 22/30 31/31 [==============================] - 5s 173ms/step - loss: 0.1712 - accuracy: 0.9529 Epoch 23/30 31/31 [==============================] - 5s 173ms/step - loss: 0.1166 - accuracy: 0.9723 Epoch 24/30 31/31 [==============================] - 5s 173ms/step - loss: 0.1496 - accuracy: 0.9652 Epoch 25/30 31/31 [==============================] - 5s 173ms/step - loss: 0.1472 - accuracy: 0.9590 Epoch 26/30 31/31 [==============================] - 5s 172ms/step - loss: 0.1094 - accuracy: 0.9652 Epoch 27/30 31/31 [==============================] - 5s 173ms/step - loss: 0.1623 - accuracy: 0.9508 Epoch 28/30 31/31 [==============================] - 5s 173ms/step - loss: 0.1121 - accuracy: 0.9631 Epoch 29/30 31/31 [==============================] - 5s 173ms/step - loss: 0.1001 - accuracy: 0.9713 Epoch 30/30 31/31 [==============================] - 5s 172ms/step - loss: 0.1086 - accuracy: 0.9652 Epoch 1/30 4/4 [==============================] - 3s 1s/step - loss: 9.2329 - accuracy: 0.0403 Epoch 2/30 4/4 [==============================] - 1s 172ms/step - loss: 5.0754 - accuracy: 0.1532 Epoch 3/30 4/4 [==============================] - 1s 167ms/step - loss: 2.9809 - accuracy: 0.3387 Epoch 4/30 4/4 [==============================] - 1s 169ms/step - loss: 1.8253 - accuracy: 0.5806 Epoch 5/30 4/4 [==============================] - 1s 167ms/step - loss: 1.2562 - accuracy: 0.7581 Epoch 6/30 4/4 [==============================] - 1s 168ms/step - loss: 1.1379 - accuracy: 0.7258 Epoch 7/30 4/4 [==============================] - 1s 166ms/step - loss: 0.7278 - accuracy: 0.8629 Epoch 8/30 4/4 [==============================] - 1s 168ms/step - loss: 0.5542 - accuracy: 0.8387 Epoch 9/30 4/4 [==============================] - 1s 168ms/step - loss: 0.5113 - accuracy: 0.8548 Epoch 10/30 4/4 [==============================] - 1s 167ms/step - loss: 0.6018 - accuracy: 0.8306 Epoch 11/30 4/4 [==============================] - 1s 168ms/step - loss: 0.5952 - accuracy: 0.8548 Epoch 12/30 4/4 [==============================] - 1s 167ms/step - loss: 0.5126 - accuracy: 0.8629 Epoch 13/30 4/4 [==============================] - 1s 167ms/step - loss: 0.3496 - accuracy: 0.8548 Epoch 14/30 4/4 [==============================] - 1s 168ms/step - loss: 0.4829 - accuracy: 0.8387 Epoch 15/30 4/4 [==============================] - 1s 167ms/step - loss: 0.3362 - accuracy: 0.9032 Epoch 16/30 4/4 [==============================] - 1s 169ms/step - loss: 0.3456 - accuracy: 0.8790 Epoch 17/30 4/4 [==============================] - 1s 168ms/step - loss: 0.2320 - accuracy: 0.9355 Epoch 18/30 4/4 [==============================] - 1s 167ms/step - loss: 0.2926 - accuracy: 0.9032 Epoch 19/30 4/4 [==============================] - 1s 168ms/step - loss: 0.2519 - accuracy: 0.9274 Epoch 20/30 4/4 [==============================] - 1s 169ms/step - loss: 0.2263 - accuracy: 0.9113 Epoch 21/30 4/4 [==============================] - 1s 168ms/step - loss: 0.2608 - accuracy: 0.9274 Epoch 22/30 4/4 [==============================] - 1s 168ms/step - loss: 0.2829 - accuracy: 0.9355 Epoch 23/30 4/4 [==============================] - 1s 169ms/step - loss: 0.3575 - accuracy: 0.9113 Epoch 24/30 4/4 [==============================] - 1s 169ms/step - loss: 0.2173 - accuracy: 0.9274 Epoch 25/30 4/4 [==============================] - 1s 168ms/step - loss: 0.3009 - accuracy: 0.9355 Epoch 26/30 4/4 [==============================] - 1s 167ms/step - loss: 0.3070 - accuracy: 0.9274 Epoch 27/30 4/4 [==============================] - 1s 169ms/step - loss: 0.2107 - accuracy: 0.9274 Epoch 28/30 4/4 [==============================] - 1s 168ms/step - loss: 0.3058 - accuracy: 0.9032 Epoch 29/30 4/4 [==============================] - 1s 169ms/step - loss: 0.1850 - accuracy: 0.9435 Epoch 30/30 4/4 [==============================] - 1s 168ms/step - loss: 0.2273 - accuracy: 0.9274
Now let's make a submission file, on which we can evaluate afterwards.
def load_test_batch_data(batch_no):
images_test = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_test_v2/images_test_batch_{batch_no}.npy')
return images_test
# Load the trained model
model = load_model('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
# Initialize empty list to store predictions
predictions = []
# Load test data in batches and make predictions
for batch_no in range(8): # Change this to match the number of test batches you have
images_test = load_test_batch_data(batch_no)
pred = model.predict(images_test)
# The output of model.predict is softmax probabilities, to get the predicted class we use argmax
pred_classes = np.argmax(pred, axis=1)
predictions.extend(pred_classes)
# Convert list to numpy array
predictions = np.array(predictions)
# Define the path for the submission file
submission_file = '/content/drive/MyDrive/stanford-cars-dataset-v2/submission.txt'
# Write the class predictions to the submission file
with open(submission_file, 'w') as file:
for prediction in predictions:
file.write(f'{prediction}\n')
print("Submission file generated successfully.")
31/31 [==============================] - 1s 35ms/step 31/31 [==============================] - 1s 43ms/step 31/31 [==============================] - 1s 35ms/step 32/32 [==============================] - 1s 38ms/step 31/31 [==============================] - 1s 43ms/step 32/32 [==============================] - 1s 33ms/step 31/31 [==============================] - 1s 40ms/step 32/32 [==============================] - 1s 34ms/step Submission file generated successfully.
# Define a function to load batch data for test
def load_test_batch_data(batch_no):
images_test = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_test_v2/images_test_batch_{batch_no}.npy')
return images_test
# Randomly select a batch number
batch_no = random.randint(0, 7) # Change this to match the number of test batches you have
# Load the batch data
images_test = load_test_batch_data(batch_no)
# Randomly select an image index
image_index = random.randint(0, len(images_test) - 1)
# Get the image and make a prediction
image = images_test[image_index]
pred = model.predict(np.expand_dims(image, axis=0))
pred_class = np.argmax(pred)
confidence = np.max(pred)
label = labels.loc[pred_class, 'labels']
# Plot the image
plt.imshow(image)
plt.title(f"Predicted Class: {pred_class}, Confidence: {confidence:.2%}, Label: {label}")
plt.show()
1/1 [==============================] - 0s 19ms/step
It has a low confidence level, let's bump up the epochs.
# Define a function to load batch data
def load_batch_data(batch_no):
images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
return images_train, labels_train
# Define a simple model
model = Sequential()
model.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=(224, 224, 3)))
model.add(Conv2D(32, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))
model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))
model.add(Conv2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D(pool_size=(2, 2)))
model.add(Dropout(0.25))
model.add(Flatten())
model.add(Dense(512, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(196, activation='softmax')) # 196 is the number of classes
# Compile the model with a lower learning rate
model.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])
# Train the model with each batch
for batch_no in range(9):
images_train, labels_train = load_batch_data(batch_no)
model.fit(images_train, labels_train, epochs=400)
# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Streaming output truncated to the last 5000 lines.
31/31 [==============================] - 5s 170ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 302/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 303/400
31/31 [==============================] - 5s 170ms/step - loss: 5.1719e-04 - accuracy: 1.0000
Epoch 304/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 305/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 306/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9980
Epoch 307/400
31/31 [==============================] - 5s 169ms/step - loss: 4.7416e-04 - accuracy: 1.0000
Epoch 308/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0029 - accuracy: 0.9990
Epoch 309/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 310/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0039 - accuracy: 0.9980
Epoch 311/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 312/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 313/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 314/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9980
Epoch 315/400
31/31 [==============================] - 5s 170ms/step - loss: 9.9224e-04 - accuracy: 1.0000
Epoch 316/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0047 - accuracy: 0.9980
Epoch 317/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9980
Epoch 318/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0023 - accuracy: 0.9980
Epoch 319/400
31/31 [==============================] - 5s 170ms/step - loss: 5.7928e-04 - accuracy: 1.0000
Epoch 320/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9980
Epoch 321/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0029 - accuracy: 0.9980
Epoch 322/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 323/400
31/31 [==============================] - 5s 170ms/step - loss: 7.9126e-04 - accuracy: 1.0000
Epoch 324/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 325/400
31/31 [==============================] - 5s 170ms/step - loss: 8.7854e-04 - accuracy: 1.0000
Epoch 326/400
31/31 [==============================] - 5s 170ms/step - loss: 4.5750e-04 - accuracy: 1.0000
Epoch 327/400
31/31 [==============================] - 5s 170ms/step - loss: 8.7191e-04 - accuracy: 1.0000
Epoch 328/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 329/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 330/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 331/400
31/31 [==============================] - 5s 170ms/step - loss: 9.1772e-04 - accuracy: 1.0000
Epoch 332/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 333/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 334/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 335/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 336/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0029 - accuracy: 0.9980
Epoch 337/400
31/31 [==============================] - 5s 169ms/step - loss: 8.2942e-04 - accuracy: 1.0000
Epoch 338/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 339/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 340/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 341/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0024 - accuracy: 0.9990
Epoch 342/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 343/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 0.9980
Epoch 344/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 345/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 346/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 347/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 348/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 349/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 350/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0102 - accuracy: 0.9980
Epoch 351/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0034 - accuracy: 0.9980
Epoch 352/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 353/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 354/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 0.9980
Epoch 355/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 356/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 357/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0036 - accuracy: 0.9980
Epoch 358/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 359/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0040 - accuracy: 0.9980
Epoch 360/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 361/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 362/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0034 - accuracy: 0.9990
Epoch 363/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 364/400
31/31 [==============================] - 5s 169ms/step - loss: 9.1563e-04 - accuracy: 0.9990
Epoch 365/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 366/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9980
Epoch 367/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 368/400
31/31 [==============================] - 5s 169ms/step - loss: 3.5124e-04 - accuracy: 1.0000
Epoch 369/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 370/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9980
Epoch 371/400
31/31 [==============================] - 5s 170ms/step - loss: 9.1671e-04 - accuracy: 0.9990
Epoch 372/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0026 - accuracy: 0.9990
Epoch 373/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 374/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 375/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 376/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 377/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 378/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 379/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0048 - accuracy: 0.9980
Epoch 380/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 381/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 382/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0041 - accuracy: 0.9990
Epoch 383/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9980
Epoch 384/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0042 - accuracy: 0.9990
Epoch 385/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 0.9980
Epoch 386/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 387/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 0.9990
Epoch 388/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0027 - accuracy: 0.9980
Epoch 389/400
31/31 [==============================] - 5s 169ms/step - loss: 9.2129e-04 - accuracy: 1.0000
Epoch 390/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9990
Epoch 391/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0045 - accuracy: 0.9980
Epoch 392/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 393/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 394/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 395/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0031 - accuracy: 0.9980
Epoch 396/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 397/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 398/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 0.9990
Epoch 399/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 400/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0033 - accuracy: 0.9990
Epoch 1/400
31/31 [==============================] - 5s 164ms/step - loss: 5.9032 - accuracy: 0.0102
Epoch 2/400
31/31 [==============================] - 5s 164ms/step - loss: 5.0771 - accuracy: 0.0491
Epoch 3/400
31/31 [==============================] - 5s 166ms/step - loss: 3.6644 - accuracy: 0.3081
Epoch 4/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3635 - accuracy: 0.7134
Epoch 5/400
31/31 [==============================] - 5s 170ms/step - loss: 0.3751 - accuracy: 0.9120
Epoch 6/400
31/31 [==============================] - 5s 171ms/step - loss: 0.1382 - accuracy: 0.9683
Epoch 7/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0654 - accuracy: 0.9846
Epoch 8/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0629 - accuracy: 0.9867
Epoch 9/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0426 - accuracy: 0.9949
Epoch 10/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0269 - accuracy: 0.9949
Epoch 11/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0151 - accuracy: 0.9980
Epoch 12/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0170 - accuracy: 0.9949
Epoch 13/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0643 - accuracy: 0.9898
Epoch 14/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0252 - accuracy: 0.9959
Epoch 15/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0120 - accuracy: 0.9980
Epoch 16/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0219 - accuracy: 0.9949
Epoch 17/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0120 - accuracy: 0.9980
Epoch 18/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0180 - accuracy: 0.9969
Epoch 19/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0104 - accuracy: 0.9980
Epoch 20/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0073 - accuracy: 0.9990
Epoch 21/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0067 - accuracy: 0.9990
Epoch 22/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0064 - accuracy: 0.9969
Epoch 23/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0114 - accuracy: 0.9959
Epoch 24/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0078 - accuracy: 0.9980
Epoch 25/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 1.0000
Epoch 26/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0173 - accuracy: 0.9959
Epoch 27/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0065 - accuracy: 0.9969
Epoch 28/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0096 - accuracy: 0.9980
Epoch 29/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0052 - accuracy: 0.9990
Epoch 30/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0119 - accuracy: 0.9959
Epoch 31/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0044 - accuracy: 0.9990
Epoch 32/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0126 - accuracy: 0.9969
Epoch 33/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0169 - accuracy: 0.9959
Epoch 34/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0050 - accuracy: 0.9969
Epoch 35/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 36/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 37/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0041 - accuracy: 0.9969
Epoch 38/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0099 - accuracy: 0.9969
Epoch 39/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0115 - accuracy: 0.9949
Epoch 40/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0053 - accuracy: 0.9990
Epoch 41/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 42/400
31/31 [==============================] - 5s 170ms/step - loss: 6.9377e-04 - accuracy: 1.0000
Epoch 43/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 44/400
31/31 [==============================] - 5s 170ms/step - loss: 5.7764e-04 - accuracy: 1.0000
Epoch 45/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0024 - accuracy: 1.0000
Epoch 46/400
31/31 [==============================] - 5s 170ms/step - loss: 5.8759e-04 - accuracy: 1.0000
Epoch 47/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0037 - accuracy: 0.9980
Epoch 48/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0055 - accuracy: 0.9990
Epoch 49/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 50/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0079 - accuracy: 0.9980
Epoch 51/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 52/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0078 - accuracy: 0.9990
Epoch 53/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0039 - accuracy: 0.9990
Epoch 54/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0041 - accuracy: 0.9980
Epoch 55/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0058 - accuracy: 0.9990
Epoch 56/400
31/31 [==============================] - 5s 169ms/step - loss: 9.7012e-04 - accuracy: 1.0000
Epoch 57/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 58/400
31/31 [==============================] - 5s 170ms/step - loss: 4.5410e-04 - accuracy: 1.0000
Epoch 59/400
31/31 [==============================] - 5s 169ms/step - loss: 6.7018e-04 - accuracy: 1.0000
Epoch 60/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 61/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 62/400
31/31 [==============================] - 5s 169ms/step - loss: 4.5982e-04 - accuracy: 1.0000
Epoch 63/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0099 - accuracy: 0.9969
Epoch 64/400
31/31 [==============================] - 5s 169ms/step - loss: 6.0092e-04 - accuracy: 1.0000
Epoch 65/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 66/400
31/31 [==============================] - 5s 170ms/step - loss: 4.6648e-04 - accuracy: 1.0000
Epoch 67/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 68/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 69/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9392e-04 - accuracy: 1.0000
Epoch 70/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 71/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3082e-04 - accuracy: 1.0000
Epoch 72/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 73/400
31/31 [==============================] - 5s 169ms/step - loss: 4.0697e-04 - accuracy: 1.0000
Epoch 74/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 75/400
31/31 [==============================] - 5s 169ms/step - loss: 3.3350e-04 - accuracy: 1.0000
Epoch 76/400
31/31 [==============================] - 5s 170ms/step - loss: 4.2872e-04 - accuracy: 1.0000
Epoch 77/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 78/400
31/31 [==============================] - 5s 169ms/step - loss: 6.2345e-04 - accuracy: 1.0000
Epoch 79/400
31/31 [==============================] - 5s 170ms/step - loss: 3.7428e-04 - accuracy: 1.0000
Epoch 80/400
31/31 [==============================] - 5s 169ms/step - loss: 4.0709e-04 - accuracy: 1.0000
Epoch 81/400
31/31 [==============================] - 5s 170ms/step - loss: 3.3775e-04 - accuracy: 1.0000
Epoch 82/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 83/400
31/31 [==============================] - 5s 170ms/step - loss: 9.6580e-04 - accuracy: 1.0000
Epoch 84/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1496e-04 - accuracy: 1.0000
Epoch 85/400
31/31 [==============================] - 5s 169ms/step - loss: 6.2361e-04 - accuracy: 1.0000
Epoch 86/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0034 - accuracy: 0.9990
Epoch 87/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 88/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 89/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 90/400
31/31 [==============================] - 5s 169ms/step - loss: 5.2934e-04 - accuracy: 1.0000
Epoch 91/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 92/400
31/31 [==============================] - 5s 169ms/step - loss: 7.1997e-04 - accuracy: 1.0000
Epoch 93/400
31/31 [==============================] - 5s 169ms/step - loss: 6.8222e-04 - accuracy: 1.0000
Epoch 94/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 95/400
31/31 [==============================] - 5s 169ms/step - loss: 6.4359e-04 - accuracy: 1.0000
Epoch 96/400
31/31 [==============================] - 5s 169ms/step - loss: 5.4461e-04 - accuracy: 1.0000
Epoch 97/400
31/31 [==============================] - 5s 169ms/step - loss: 1.8239e-04 - accuracy: 1.0000
Epoch 98/400
31/31 [==============================] - 5s 170ms/step - loss: 2.4831e-04 - accuracy: 1.0000
Epoch 99/400
31/31 [==============================] - 5s 170ms/step - loss: 5.3378e-04 - accuracy: 1.0000
Epoch 100/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0039 - accuracy: 0.9990
Epoch 101/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 102/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4803e-04 - accuracy: 1.0000
Epoch 103/400
31/31 [==============================] - 5s 169ms/step - loss: 8.8512e-05 - accuracy: 1.0000
Epoch 104/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0045 - accuracy: 0.9980
Epoch 105/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0036 - accuracy: 1.0000
Epoch 106/400
31/31 [==============================] - 5s 170ms/step - loss: 1.8176e-04 - accuracy: 1.0000
Epoch 107/400
31/31 [==============================] - 5s 169ms/step - loss: 1.5912e-04 - accuracy: 1.0000
Epoch 108/400
31/31 [==============================] - 5s 169ms/step - loss: 3.1132e-04 - accuracy: 1.0000
Epoch 109/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3472e-04 - accuracy: 1.0000
Epoch 110/400
31/31 [==============================] - 5s 170ms/step - loss: 5.4407e-04 - accuracy: 1.0000
Epoch 111/400
31/31 [==============================] - 5s 169ms/step - loss: 6.3730e-05 - accuracy: 1.0000
Epoch 112/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 113/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9057e-04 - accuracy: 1.0000
Epoch 114/400
31/31 [==============================] - 5s 169ms/step - loss: 7.1801e-05 - accuracy: 1.0000
Epoch 115/400
31/31 [==============================] - 5s 169ms/step - loss: 6.5896e-05 - accuracy: 1.0000
Epoch 116/400
31/31 [==============================] - 5s 169ms/step - loss: 1.7375e-04 - accuracy: 1.0000
Epoch 117/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5683e-05 - accuracy: 1.0000
Epoch 118/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 119/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 120/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9953e-04 - accuracy: 1.0000
Epoch 121/400
31/31 [==============================] - 5s 170ms/step - loss: 8.3019e-04 - accuracy: 1.0000
Epoch 122/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5743e-05 - accuracy: 1.0000
Epoch 123/400
31/31 [==============================] - 5s 169ms/step - loss: 7.5661e-04 - accuracy: 1.0000
Epoch 124/400
31/31 [==============================] - 5s 169ms/step - loss: 2.9942e-05 - accuracy: 1.0000
Epoch 125/400
31/31 [==============================] - 5s 170ms/step - loss: 3.6152e-05 - accuracy: 1.0000
Epoch 126/400
31/31 [==============================] - 5s 169ms/step - loss: 1.2520e-04 - accuracy: 1.0000
Epoch 127/400
31/31 [==============================] - 5s 170ms/step - loss: 1.2495e-04 - accuracy: 1.0000
Epoch 128/400
31/31 [==============================] - 5s 169ms/step - loss: 6.6357e-05 - accuracy: 1.0000
Epoch 129/400
31/31 [==============================] - 5s 170ms/step - loss: 2.6704e-04 - accuracy: 1.0000
Epoch 130/400
31/31 [==============================] - 5s 169ms/step - loss: 9.5015e-05 - accuracy: 1.0000
Epoch 131/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0108e-04 - accuracy: 1.0000
Epoch 132/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4055e-04 - accuracy: 1.0000
Epoch 133/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1147e-04 - accuracy: 1.0000
Epoch 134/400
31/31 [==============================] - 5s 171ms/step - loss: 3.2920e-05 - accuracy: 1.0000
Epoch 135/400
31/31 [==============================] - 5s 170ms/step - loss: 4.0716e-05 - accuracy: 1.0000
Epoch 136/400
31/31 [==============================] - 5s 170ms/step - loss: 3.5277e-04 - accuracy: 1.0000
Epoch 137/400
31/31 [==============================] - 5s 170ms/step - loss: 4.9126e-05 - accuracy: 1.0000
Epoch 138/400
31/31 [==============================] - 5s 170ms/step - loss: 2.7316e-04 - accuracy: 1.0000
Epoch 139/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0083 - accuracy: 0.9990
Epoch 140/400
31/31 [==============================] - 5s 169ms/step - loss: 1.8666e-04 - accuracy: 1.0000
Epoch 141/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0038 - accuracy: 0.9990
Epoch 142/400
31/31 [==============================] - 5s 169ms/step - loss: 8.6799e-04 - accuracy: 1.0000
Epoch 143/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0547e-04 - accuracy: 1.0000
Epoch 144/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 145/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0923e-04 - accuracy: 1.0000
Epoch 146/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0083 - accuracy: 0.9980
Epoch 147/400
31/31 [==============================] - 5s 169ms/step - loss: 6.7289e-04 - accuracy: 1.0000
Epoch 148/400
31/31 [==============================] - 5s 170ms/step - loss: 5.3937e-04 - accuracy: 1.0000
Epoch 149/400
31/31 [==============================] - 5s 169ms/step - loss: 1.5256e-04 - accuracy: 1.0000
Epoch 150/400
31/31 [==============================] - 5s 169ms/step - loss: 5.2320e-04 - accuracy: 1.0000
Epoch 151/400
31/31 [==============================] - 5s 170ms/step - loss: 5.0581e-05 - accuracy: 1.0000
Epoch 152/400
31/31 [==============================] - 5s 170ms/step - loss: 7.0573e-04 - accuracy: 1.0000
Epoch 153/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4307e-04 - accuracy: 1.0000
Epoch 154/400
31/31 [==============================] - 5s 170ms/step - loss: 1.6165e-04 - accuracy: 1.0000
Epoch 155/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 156/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1993e-04 - accuracy: 1.0000
Epoch 157/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0038 - accuracy: 0.9990
Epoch 158/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1899e-04 - accuracy: 1.0000
Epoch 159/400
31/31 [==============================] - 5s 170ms/step - loss: 8.5432e-04 - accuracy: 1.0000
Epoch 160/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 161/400
31/31 [==============================] - 5s 170ms/step - loss: 4.5990e-04 - accuracy: 1.0000
Epoch 162/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3777e-04 - accuracy: 1.0000
Epoch 163/400
31/31 [==============================] - 5s 170ms/step - loss: 3.3955e-05 - accuracy: 1.0000
Epoch 164/400
31/31 [==============================] - 5s 170ms/step - loss: 3.4002e-04 - accuracy: 1.0000
Epoch 165/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0081 - accuracy: 0.9990
Epoch 166/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 167/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 168/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7371e-04 - accuracy: 1.0000
Epoch 169/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1491e-05 - accuracy: 1.0000
Epoch 170/400
31/31 [==============================] - 5s 170ms/step - loss: 2.7857e-04 - accuracy: 1.0000
Epoch 171/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9141e-04 - accuracy: 1.0000
Epoch 172/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0608e-04 - accuracy: 1.0000
Epoch 173/400
31/31 [==============================] - 5s 170ms/step - loss: 3.0620e-04 - accuracy: 1.0000
Epoch 174/400
31/31 [==============================] - 5s 170ms/step - loss: 7.6490e-05 - accuracy: 1.0000
Epoch 175/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1461e-04 - accuracy: 1.0000
Epoch 176/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 0.9990
Epoch 177/400
31/31 [==============================] - 5s 170ms/step - loss: 9.8300e-04 - accuracy: 1.0000
Epoch 178/400
31/31 [==============================] - 5s 169ms/step - loss: 5.1732e-04 - accuracy: 1.0000
Epoch 179/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1573e-04 - accuracy: 1.0000
Epoch 180/400
31/31 [==============================] - 5s 170ms/step - loss: 7.7027e-05 - accuracy: 1.0000
Epoch 181/400
31/31 [==============================] - 5s 169ms/step - loss: 5.6813e-04 - accuracy: 1.0000
Epoch 182/400
31/31 [==============================] - 5s 170ms/step - loss: 2.5801e-05 - accuracy: 1.0000
Epoch 183/400
31/31 [==============================] - 5s 170ms/step - loss: 7.3994e-06 - accuracy: 1.0000
Epoch 184/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3360e-04 - accuracy: 1.0000
Epoch 185/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7734e-05 - accuracy: 1.0000
Epoch 186/400
31/31 [==============================] - 5s 170ms/step - loss: 3.0315e-05 - accuracy: 1.0000
Epoch 187/400
31/31 [==============================] - 5s 170ms/step - loss: 2.4165e-05 - accuracy: 1.0000
Epoch 188/400
31/31 [==============================] - 5s 170ms/step - loss: 1.5044e-05 - accuracy: 1.0000
Epoch 189/400
31/31 [==============================] - 5s 170ms/step - loss: 2.0336e-05 - accuracy: 1.0000
Epoch 190/400
31/31 [==============================] - 5s 170ms/step - loss: 4.0884e-05 - accuracy: 1.0000
Epoch 191/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5057e-04 - accuracy: 1.0000
Epoch 192/400
31/31 [==============================] - 5s 171ms/step - loss: 2.8410e-05 - accuracy: 1.0000
Epoch 193/400
31/31 [==============================] - 5s 170ms/step - loss: 2.8341e-05 - accuracy: 1.0000
Epoch 194/400
31/31 [==============================] - 5s 171ms/step - loss: 5.5109e-05 - accuracy: 1.0000
Epoch 195/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7902e-05 - accuracy: 1.0000
Epoch 196/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8612e-04 - accuracy: 1.0000
Epoch 197/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1100e-04 - accuracy: 1.0000
Epoch 198/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 199/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5182e-05 - accuracy: 1.0000
Epoch 200/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 201/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5306e-04 - accuracy: 1.0000
Epoch 202/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3557e-04 - accuracy: 1.0000
Epoch 203/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9708e-04 - accuracy: 1.0000
Epoch 204/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3201e-04 - accuracy: 1.0000
Epoch 205/400
31/31 [==============================] - 5s 170ms/step - loss: 4.3431e-05 - accuracy: 1.0000
Epoch 206/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1270e-04 - accuracy: 1.0000
Epoch 207/400
31/31 [==============================] - 5s 170ms/step - loss: 3.6469e-05 - accuracy: 1.0000
Epoch 208/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8507e-04 - accuracy: 1.0000
Epoch 209/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8400e-05 - accuracy: 1.0000
Epoch 210/400
31/31 [==============================] - 5s 170ms/step - loss: 5.7004e-05 - accuracy: 1.0000
Epoch 211/400
31/31 [==============================] - 5s 170ms/step - loss: 5.4593e-05 - accuracy: 1.0000
Epoch 212/400
31/31 [==============================] - 5s 170ms/step - loss: 5.3058e-06 - accuracy: 1.0000
Epoch 213/400
31/31 [==============================] - 5s 171ms/step - loss: 1.2251e-05 - accuracy: 1.0000
Epoch 214/400
31/31 [==============================] - 5s 170ms/step - loss: 6.0449e-05 - accuracy: 1.0000
Epoch 215/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9950e-05 - accuracy: 1.0000
Epoch 216/400
31/31 [==============================] - 5s 170ms/step - loss: 5.1349e-04 - accuracy: 1.0000
Epoch 217/400
31/31 [==============================] - 5s 170ms/step - loss: 3.7986e-05 - accuracy: 1.0000
Epoch 218/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4075e-05 - accuracy: 1.0000
Epoch 219/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9443e-05 - accuracy: 1.0000
Epoch 220/400
31/31 [==============================] - 5s 170ms/step - loss: 2.0123e-04 - accuracy: 1.0000
Epoch 221/400
31/31 [==============================] - 5s 170ms/step - loss: 1.2181e-04 - accuracy: 1.0000
Epoch 222/400
31/31 [==============================] - 5s 170ms/step - loss: 2.6603e-06 - accuracy: 1.0000
Epoch 223/400
31/31 [==============================] - 5s 171ms/step - loss: 4.9387e-06 - accuracy: 1.0000
Epoch 224/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0036 - accuracy: 0.9990
Epoch 225/400
31/31 [==============================] - 5s 171ms/step - loss: 7.8219e-05 - accuracy: 1.0000
Epoch 226/400
31/31 [==============================] - 5s 171ms/step - loss: 2.5699e-04 - accuracy: 1.0000
Epoch 227/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0053 - accuracy: 0.9980
Epoch 228/400
31/31 [==============================] - 5s 170ms/step - loss: 4.3802e-04 - accuracy: 1.0000
Epoch 229/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0050 - accuracy: 0.9990
Epoch 230/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0038 - accuracy: 0.9990
Epoch 231/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3568e-04 - accuracy: 1.0000
Epoch 232/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0933e-05 - accuracy: 1.0000
Epoch 233/400
31/31 [==============================] - 5s 170ms/step - loss: 7.7732e-05 - accuracy: 1.0000
Epoch 234/400
31/31 [==============================] - 5s 171ms/step - loss: 4.4732e-05 - accuracy: 1.0000
Epoch 235/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1497e-04 - accuracy: 1.0000
Epoch 236/400
31/31 [==============================] - 5s 170ms/step - loss: 2.6920e-05 - accuracy: 1.0000
Epoch 237/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6681e-04 - accuracy: 1.0000
Epoch 238/400
31/31 [==============================] - 5s 170ms/step - loss: 6.8799e-04 - accuracy: 1.0000
Epoch 239/400
31/31 [==============================] - 5s 170ms/step - loss: 4.9164e-04 - accuracy: 1.0000
Epoch 240/400
31/31 [==============================] - 5s 171ms/step - loss: 1.0152e-05 - accuracy: 1.0000
Epoch 241/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9291e-04 - accuracy: 1.0000
Epoch 242/400
31/31 [==============================] - 5s 171ms/step - loss: 3.9985e-05 - accuracy: 1.0000
Epoch 243/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0042 - accuracy: 0.9990
Epoch 244/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3581e-04 - accuracy: 1.0000
Epoch 245/400
31/31 [==============================] - 5s 169ms/step - loss: 7.7600e-05 - accuracy: 1.0000
Epoch 246/400
31/31 [==============================] - 5s 170ms/step - loss: 8.8923e-05 - accuracy: 1.0000
Epoch 247/400
31/31 [==============================] - 5s 169ms/step - loss: 6.9396e-05 - accuracy: 1.0000
Epoch 248/400
31/31 [==============================] - 5s 170ms/step - loss: 2.0207e-04 - accuracy: 1.0000
Epoch 249/400
31/31 [==============================] - 5s 170ms/step - loss: 9.2237e-05 - accuracy: 1.0000
Epoch 250/400
31/31 [==============================] - 5s 170ms/step - loss: 2.4332e-05 - accuracy: 1.0000
Epoch 251/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4474e-05 - accuracy: 1.0000
Epoch 252/400
31/31 [==============================] - 5s 170ms/step - loss: 7.6721e-05 - accuracy: 1.0000
Epoch 253/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1331e-04 - accuracy: 1.0000
Epoch 254/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3352e-05 - accuracy: 1.0000
Epoch 255/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 0.9990
Epoch 256/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3637e-04 - accuracy: 1.0000
Epoch 257/400
31/31 [==============================] - 5s 170ms/step - loss: 9.1909e-05 - accuracy: 1.0000
Epoch 258/400
31/31 [==============================] - 5s 170ms/step - loss: 4.8777e-05 - accuracy: 1.0000
Epoch 259/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3882e-04 - accuracy: 1.0000
Epoch 260/400
31/31 [==============================] - 5s 170ms/step - loss: 7.1834e-04 - accuracy: 1.0000
Epoch 261/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7657e-05 - accuracy: 1.0000
Epoch 262/400
31/31 [==============================] - 5s 170ms/step - loss: 6.2657e-05 - accuracy: 1.0000
Epoch 263/400
31/31 [==============================] - 5s 170ms/step - loss: 6.6523e-06 - accuracy: 1.0000
Epoch 264/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0095 - accuracy: 0.9990
Epoch 265/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0026 - accuracy: 0.9990
Epoch 266/400
31/31 [==============================] - 5s 169ms/step - loss: 4.9887e-05 - accuracy: 1.0000
Epoch 267/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0023 - accuracy: 0.9990
Epoch 268/400
31/31 [==============================] - 5s 170ms/step - loss: 3.7694e-04 - accuracy: 1.0000
Epoch 269/400
31/31 [==============================] - 5s 169ms/step - loss: 4.2701e-05 - accuracy: 1.0000
Epoch 270/400
31/31 [==============================] - 5s 169ms/step - loss: 5.7442e-05 - accuracy: 1.0000
Epoch 271/400
31/31 [==============================] - 5s 169ms/step - loss: 2.0996e-05 - accuracy: 1.0000
Epoch 272/400
31/31 [==============================] - 5s 169ms/step - loss: 7.0128e-05 - accuracy: 1.0000
Epoch 273/400
31/31 [==============================] - 5s 169ms/step - loss: 5.2222e-05 - accuracy: 1.0000
Epoch 274/400
31/31 [==============================] - 5s 169ms/step - loss: 2.0873e-05 - accuracy: 1.0000
Epoch 275/400
31/31 [==============================] - 5s 169ms/step - loss: 3.1025e-05 - accuracy: 1.0000
Epoch 276/400
31/31 [==============================] - 5s 169ms/step - loss: 2.9363e-05 - accuracy: 1.0000
Epoch 277/400
31/31 [==============================] - 5s 169ms/step - loss: 1.2012e-05 - accuracy: 1.0000
Epoch 278/400
31/31 [==============================] - 5s 170ms/step - loss: 4.9333e-06 - accuracy: 1.0000
Epoch 279/400
31/31 [==============================] - 5s 169ms/step - loss: 4.6290e-05 - accuracy: 1.0000
Epoch 280/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0649e-05 - accuracy: 1.0000
Epoch 281/400
31/31 [==============================] - 5s 169ms/step - loss: 4.3480e-06 - accuracy: 1.0000
Epoch 282/400
31/31 [==============================] - 5s 169ms/step - loss: 7.1677e-06 - accuracy: 1.0000
Epoch 283/400
31/31 [==============================] - 5s 169ms/step - loss: 2.9268e-05 - accuracy: 1.0000
Epoch 284/400
31/31 [==============================] - 5s 169ms/step - loss: 2.2620e-05 - accuracy: 1.0000
Epoch 285/400
31/31 [==============================] - 5s 169ms/step - loss: 4.3679e-05 - accuracy: 1.0000
Epoch 286/400
31/31 [==============================] - 5s 169ms/step - loss: 2.3296e-06 - accuracy: 1.0000
Epoch 287/400
31/31 [==============================] - 5s 169ms/step - loss: 4.2954e-04 - accuracy: 1.0000
Epoch 288/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9147e-05 - accuracy: 1.0000
Epoch 289/400
31/31 [==============================] - 5s 169ms/step - loss: 2.8558e-05 - accuracy: 1.0000
Epoch 290/400
31/31 [==============================] - 5s 169ms/step - loss: 2.6519e-05 - accuracy: 1.0000
Epoch 291/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0040 - accuracy: 0.9990
Epoch 292/400
31/31 [==============================] - 5s 169ms/step - loss: 4.5476e-05 - accuracy: 1.0000
Epoch 293/400
31/31 [==============================] - 5s 169ms/step - loss: 8.5517e-05 - accuracy: 1.0000
Epoch 294/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3198e-05 - accuracy: 1.0000
Epoch 295/400
31/31 [==============================] - 5s 169ms/step - loss: 6.9890e-05 - accuracy: 1.0000
Epoch 296/400
31/31 [==============================] - 5s 169ms/step - loss: 1.6202e-04 - accuracy: 1.0000
Epoch 297/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0023 - accuracy: 0.9980
Epoch 298/400
31/31 [==============================] - 5s 169ms/step - loss: 2.1743e-04 - accuracy: 1.0000
Epoch 299/400
31/31 [==============================] - 5s 169ms/step - loss: 4.4684e-04 - accuracy: 1.0000
Epoch 300/400
31/31 [==============================] - 5s 169ms/step - loss: 8.1780e-05 - accuracy: 1.0000
Epoch 301/400
31/31 [==============================] - 5s 169ms/step - loss: 4.2551e-05 - accuracy: 1.0000
Epoch 302/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0181e-05 - accuracy: 1.0000
Epoch 303/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3576e-04 - accuracy: 1.0000
Epoch 304/400
31/31 [==============================] - 5s 170ms/step - loss: 5.0975e-04 - accuracy: 1.0000
Epoch 305/400
31/31 [==============================] - 5s 170ms/step - loss: 7.1875e-06 - accuracy: 1.0000
Epoch 306/400
31/31 [==============================] - 5s 170ms/step - loss: 1.6112e-05 - accuracy: 1.0000
Epoch 307/400
31/31 [==============================] - 5s 170ms/step - loss: 2.7717e-05 - accuracy: 1.0000
Epoch 308/400
31/31 [==============================] - 5s 169ms/step - loss: 6.3649e-06 - accuracy: 1.0000
Epoch 309/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0498e-04 - accuracy: 1.0000
Epoch 310/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4790e-05 - accuracy: 1.0000
Epoch 311/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3482e-05 - accuracy: 1.0000
Epoch 312/400
31/31 [==============================] - 5s 170ms/step - loss: 4.0523e-05 - accuracy: 1.0000
Epoch 313/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3966e-04 - accuracy: 1.0000
Epoch 314/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5876e-04 - accuracy: 1.0000
Epoch 315/400
31/31 [==============================] - 5s 170ms/step - loss: 3.0015e-05 - accuracy: 1.0000
Epoch 316/400
31/31 [==============================] - 5s 170ms/step - loss: 5.9207e-06 - accuracy: 1.0000
Epoch 317/400
31/31 [==============================] - 5s 170ms/step - loss: 7.0482e-06 - accuracy: 1.0000
Epoch 318/400
31/31 [==============================] - 5s 170ms/step - loss: 4.5704e-04 - accuracy: 1.0000
Epoch 319/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0397e-04 - accuracy: 1.0000
Epoch 320/400
31/31 [==============================] - 5s 170ms/step - loss: 5.0711e-04 - accuracy: 1.0000
Epoch 321/400
31/31 [==============================] - 5s 170ms/step - loss: 5.2716e-05 - accuracy: 1.0000
Epoch 322/400
31/31 [==============================] - 5s 169ms/step - loss: 2.0265e-06 - accuracy: 1.0000
Epoch 323/400
31/31 [==============================] - 5s 170ms/step - loss: 2.5369e-06 - accuracy: 1.0000
Epoch 324/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9284e-06 - accuracy: 1.0000
Epoch 325/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0963e-06 - accuracy: 1.0000
Epoch 326/400
31/31 [==============================] - 5s 170ms/step - loss: 4.0915e-04 - accuracy: 1.0000
Epoch 327/400
31/31 [==============================] - 5s 169ms/step - loss: 4.2733e-05 - accuracy: 1.0000
Epoch 328/400
31/31 [==============================] - 5s 169ms/step - loss: 3.9195e-06 - accuracy: 1.0000
Epoch 329/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0071 - accuracy: 0.9990
Epoch 330/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 331/400
31/31 [==============================] - 5s 169ms/step - loss: 4.9421e-04 - accuracy: 1.0000
Epoch 332/400
31/31 [==============================] - 5s 169ms/step - loss: 3.1296e-06 - accuracy: 1.0000
Epoch 333/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4980e-05 - accuracy: 1.0000
Epoch 334/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1341e-04 - accuracy: 1.0000
Epoch 335/400
31/31 [==============================] - 5s 169ms/step - loss: 4.2951e-06 - accuracy: 1.0000
Epoch 336/400
31/31 [==============================] - 5s 169ms/step - loss: 2.1391e-04 - accuracy: 1.0000
Epoch 337/400
31/31 [==============================] - 5s 169ms/step - loss: 1.8630e-06 - accuracy: 1.0000
Epoch 338/400
31/31 [==============================] - 5s 169ms/step - loss: 3.3519e-05 - accuracy: 1.0000
Epoch 339/400
31/31 [==============================] - 5s 169ms/step - loss: 5.6923e-06 - accuracy: 1.0000
Epoch 340/400
31/31 [==============================] - 5s 169ms/step - loss: 2.1808e-06 - accuracy: 1.0000
Epoch 341/400
31/31 [==============================] - 5s 170ms/step - loss: 1.2407e-05 - accuracy: 1.0000
Epoch 342/400
31/31 [==============================] - 5s 169ms/step - loss: 3.0273e-06 - accuracy: 1.0000
Epoch 343/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 344/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4941e-04 - accuracy: 1.0000
Epoch 345/400
31/31 [==============================] - 5s 169ms/step - loss: 3.5915e-06 - accuracy: 1.0000
Epoch 346/400
31/31 [==============================] - 5s 169ms/step - loss: 9.6620e-06 - accuracy: 1.0000
Epoch 347/400
31/31 [==============================] - 5s 170ms/step - loss: 2.6112e-04 - accuracy: 1.0000
Epoch 348/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1710e-05 - accuracy: 1.0000
Epoch 349/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1752e-06 - accuracy: 1.0000
Epoch 350/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9825e-05 - accuracy: 1.0000
Epoch 351/400
31/31 [==============================] - 5s 169ms/step - loss: 5.7486e-05 - accuracy: 1.0000
Epoch 352/400
31/31 [==============================] - 5s 170ms/step - loss: 2.2698e-06 - accuracy: 1.0000
Epoch 353/400
31/31 [==============================] - 5s 170ms/step - loss: 5.8735e-04 - accuracy: 1.0000
Epoch 354/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 355/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7206e-05 - accuracy: 1.0000
Epoch 356/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0178e-05 - accuracy: 1.0000
Epoch 357/400
31/31 [==============================] - 5s 170ms/step - loss: 1.7456e-05 - accuracy: 1.0000
Epoch 358/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 359/400
31/31 [==============================] - 5s 169ms/step - loss: 5.4951e-04 - accuracy: 1.0000
Epoch 360/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1783e-05 - accuracy: 1.0000
Epoch 361/400
31/31 [==============================] - 5s 169ms/step - loss: 3.5306e-06 - accuracy: 1.0000
Epoch 362/400
31/31 [==============================] - 5s 170ms/step - loss: 1.6415e-05 - accuracy: 1.0000
Epoch 363/400
31/31 [==============================] - 5s 169ms/step - loss: 5.3290e-06 - accuracy: 1.0000
Epoch 364/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3317e-05 - accuracy: 1.0000
Epoch 365/400
31/31 [==============================] - 5s 170ms/step - loss: 2.2332e-05 - accuracy: 1.0000
Epoch 366/400
31/31 [==============================] - 5s 169ms/step - loss: 3.0144e-06 - accuracy: 1.0000
Epoch 367/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9770e-05 - accuracy: 1.0000
Epoch 368/400
31/31 [==============================] - 5s 169ms/step - loss: 3.5343e-06 - accuracy: 1.0000
Epoch 369/400
31/31 [==============================] - 5s 170ms/step - loss: 2.2529e-06 - accuracy: 1.0000
Epoch 370/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9290e-06 - accuracy: 1.0000
Epoch 371/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 372/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3064e-04 - accuracy: 1.0000
Epoch 373/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 374/400
31/31 [==============================] - 5s 170ms/step - loss: 8.7414e-06 - accuracy: 1.0000
Epoch 375/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0305e-04 - accuracy: 1.0000
Epoch 376/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1746e-04 - accuracy: 1.0000
Epoch 377/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3054e-05 - accuracy: 1.0000
Epoch 378/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1423e-05 - accuracy: 1.0000
Epoch 379/400
31/31 [==============================] - 5s 170ms/step - loss: 4.4487e-05 - accuracy: 1.0000
Epoch 380/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9369e-06 - accuracy: 1.0000
Epoch 381/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9110e-04 - accuracy: 1.0000
Epoch 382/400
31/31 [==============================] - 5s 170ms/step - loss: 3.7204e-04 - accuracy: 1.0000
Epoch 383/400
31/31 [==============================] - 5s 169ms/step - loss: 9.5154e-06 - accuracy: 1.0000
Epoch 384/400
31/31 [==============================] - 5s 170ms/step - loss: 4.2124e-06 - accuracy: 1.0000
Epoch 385/400
31/31 [==============================] - 5s 169ms/step - loss: 2.6708e-04 - accuracy: 1.0000
Epoch 386/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9673e-06 - accuracy: 1.0000
Epoch 387/400
31/31 [==============================] - 5s 169ms/step - loss: 2.2581e-05 - accuracy: 1.0000
Epoch 388/400
31/31 [==============================] - 5s 169ms/step - loss: 3.7726e-07 - accuracy: 1.0000
Epoch 389/400
31/31 [==============================] - 5s 170ms/step - loss: 6.6090e-04 - accuracy: 1.0000
Epoch 390/400
31/31 [==============================] - 5s 169ms/step - loss: 3.1315e-06 - accuracy: 1.0000
Epoch 391/400
31/31 [==============================] - 5s 169ms/step - loss: 2.2416e-05 - accuracy: 1.0000
Epoch 392/400
31/31 [==============================] - 5s 169ms/step - loss: 4.1213e-04 - accuracy: 1.0000
Epoch 393/400
31/31 [==============================] - 5s 170ms/step - loss: 3.4162e-04 - accuracy: 1.0000
Epoch 394/400
31/31 [==============================] - 5s 171ms/step - loss: 1.4283e-05 - accuracy: 1.0000
Epoch 395/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3478e-04 - accuracy: 1.0000
Epoch 396/400
31/31 [==============================] - 5s 170ms/step - loss: 7.5161e-08 - accuracy: 1.0000
Epoch 397/400
31/31 [==============================] - 5s 171ms/step - loss: 1.0193e-06 - accuracy: 1.0000
Epoch 398/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0032 - accuracy: 0.9990
Epoch 399/400
31/31 [==============================] - 5s 170ms/step - loss: 1.8452e-04 - accuracy: 1.0000
Epoch 400/400
31/31 [==============================] - 5s 170ms/step - loss: 2.7805e-06 - accuracy: 1.0000
Epoch 1/400
31/31 [==============================] - 5s 166ms/step - loss: 7.5264 - accuracy: 0.0122
Epoch 2/400
31/31 [==============================] - 5s 166ms/step - loss: 5.1939 - accuracy: 0.0183
Epoch 3/400
31/31 [==============================] - 5s 167ms/step - loss: 4.7994 - accuracy: 0.0834
Epoch 4/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5213 - accuracy: 0.2859
Epoch 5/400
31/31 [==============================] - 5s 170ms/step - loss: 2.0688 - accuracy: 0.5605
Epoch 6/400
31/31 [==============================] - 5s 170ms/step - loss: 1.1031 - accuracy: 0.7518
Epoch 7/400
31/31 [==============================] - 5s 169ms/step - loss: 0.6033 - accuracy: 0.8820
Epoch 8/400
31/31 [==============================] - 5s 169ms/step - loss: 0.3520 - accuracy: 0.9247
Epoch 9/400
31/31 [==============================] - 5s 170ms/step - loss: 0.2808 - accuracy: 0.9288
Epoch 10/400
31/31 [==============================] - 5s 169ms/step - loss: 0.1934 - accuracy: 0.9664
Epoch 11/400
31/31 [==============================] - 5s 169ms/step - loss: 0.1773 - accuracy: 0.9644
Epoch 12/400
31/31 [==============================] - 5s 169ms/step - loss: 0.1064 - accuracy: 0.9746
Epoch 13/400
31/31 [==============================] - 5s 168ms/step - loss: 0.1182 - accuracy: 0.9776
Epoch 14/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0786 - accuracy: 0.9847
Epoch 15/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0987 - accuracy: 0.9786
Epoch 16/400
31/31 [==============================] - 5s 169ms/step - loss: 0.1012 - accuracy: 0.9847
Epoch 17/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0774 - accuracy: 0.9888
Epoch 18/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0815 - accuracy: 0.9868
Epoch 19/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0386 - accuracy: 0.9929
Epoch 20/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0349 - accuracy: 0.9939
Epoch 21/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0560 - accuracy: 0.9919
Epoch 22/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0622 - accuracy: 0.9868
Epoch 23/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0596 - accuracy: 0.9898
Epoch 24/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0337 - accuracy: 0.9939
Epoch 25/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0280 - accuracy: 0.9949
Epoch 26/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0307 - accuracy: 0.9939
Epoch 27/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0431 - accuracy: 0.9949
Epoch 28/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0361 - accuracy: 0.9919
Epoch 29/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0221 - accuracy: 0.9969
Epoch 30/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0295 - accuracy: 0.9929
Epoch 31/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0287 - accuracy: 0.9949
Epoch 32/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0345 - accuracy: 0.9949
Epoch 33/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0139 - accuracy: 0.9980
Epoch 34/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0253 - accuracy: 0.9949
Epoch 35/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0347 - accuracy: 0.9939
Epoch 36/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0279 - accuracy: 0.9959
Epoch 37/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0137 - accuracy: 0.9969
Epoch 38/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0154 - accuracy: 0.9969
Epoch 39/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0115 - accuracy: 0.9980
Epoch 40/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0203 - accuracy: 0.9980
Epoch 41/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0154 - accuracy: 0.9990
Epoch 42/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0247 - accuracy: 0.9959
Epoch 43/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0091 - accuracy: 0.9980
Epoch 44/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0084 - accuracy: 0.9980
Epoch 45/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0147 - accuracy: 0.9969
Epoch 46/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0137 - accuracy: 0.9959
Epoch 47/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0175 - accuracy: 0.9980
Epoch 48/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0186 - accuracy: 0.9969
Epoch 49/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0118 - accuracy: 0.9969
Epoch 50/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0089 - accuracy: 0.9980
Epoch 51/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0109 - accuracy: 0.9980
Epoch 52/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0086 - accuracy: 0.9969
Epoch 53/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0084 - accuracy: 0.9969
Epoch 54/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0206 - accuracy: 0.9949
Epoch 55/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0051 - accuracy: 0.9990
Epoch 56/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 57/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0120 - accuracy: 0.9959
Epoch 58/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0135 - accuracy: 0.9980
Epoch 59/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0076 - accuracy: 0.9980
Epoch 60/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0120 - accuracy: 0.9969
Epoch 61/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0046 - accuracy: 1.0000
Epoch 62/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0070 - accuracy: 0.9990
Epoch 63/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0074 - accuracy: 0.9969
Epoch 64/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0077 - accuracy: 0.9990
Epoch 65/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 66/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0130 - accuracy: 0.9980
Epoch 67/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 68/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0227 - accuracy: 0.9980
Epoch 69/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0122 - accuracy: 0.9980
Epoch 70/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0057 - accuracy: 0.9980
Epoch 71/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 1.0000
Epoch 72/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0105 - accuracy: 0.9949
Epoch 73/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0181 - accuracy: 0.9949
Epoch 74/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0050 - accuracy: 0.9990
Epoch 75/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0075 - accuracy: 0.9980
Epoch 76/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0076 - accuracy: 0.9990
Epoch 77/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0084 - accuracy: 0.9969
Epoch 78/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0097 - accuracy: 0.9969
Epoch 79/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 80/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0048 - accuracy: 0.9980
Epoch 81/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0158 - accuracy: 0.9980
Epoch 82/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 83/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 0.9980
Epoch 84/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0039 - accuracy: 0.9980
Epoch 85/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0034 - accuracy: 1.0000
Epoch 86/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 87/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 88/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0015 - accuracy: 1.0000
Epoch 89/400
31/31 [==============================] - 5s 170ms/step - loss: 7.4302e-04 - accuracy: 1.0000
Epoch 90/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0074 - accuracy: 0.9980
Epoch 91/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0087 - accuracy: 0.9980
Epoch 92/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0029 - accuracy: 0.9990
Epoch 93/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0043 - accuracy: 0.9990
Epoch 94/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0031 - accuracy: 0.9990
Epoch 95/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0153 - accuracy: 0.9980
Epoch 96/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 97/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 98/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0058 - accuracy: 0.9980
Epoch 99/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0023 - accuracy: 0.9990
Epoch 100/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0035 - accuracy: 0.9980
Epoch 101/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0084 - accuracy: 0.9980
Epoch 102/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0071 - accuracy: 0.9980
Epoch 103/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 104/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0056 - accuracy: 0.9980
Epoch 105/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 106/400
31/31 [==============================] - 5s 170ms/step - loss: 9.7319e-04 - accuracy: 1.0000
Epoch 107/400
31/31 [==============================] - 5s 170ms/step - loss: 5.2147e-04 - accuracy: 1.0000
Epoch 108/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 1.0000
Epoch 109/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 110/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0027 - accuracy: 0.9990
Epoch 111/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 112/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 113/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0063 - accuracy: 0.9990
Epoch 114/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0069 - accuracy: 0.9980
Epoch 115/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0112 - accuracy: 0.9990
Epoch 116/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 117/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 118/400
31/31 [==============================] - 5s 170ms/step - loss: 3.2736e-04 - accuracy: 1.0000
Epoch 119/400
31/31 [==============================] - 5s 171ms/step - loss: 7.0650e-04 - accuracy: 1.0000
Epoch 120/400
31/31 [==============================] - 5s 170ms/step - loss: 8.3027e-04 - accuracy: 1.0000
Epoch 121/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 122/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0026 - accuracy: 0.9980
Epoch 123/400
31/31 [==============================] - 5s 170ms/step - loss: 3.3894e-04 - accuracy: 1.0000
Epoch 124/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 125/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 126/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 127/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0031 - accuracy: 0.9990
Epoch 128/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 129/400
31/31 [==============================] - 5s 171ms/step - loss: 6.9560e-04 - accuracy: 1.0000
Epoch 130/400
31/31 [==============================] - 5s 170ms/step - loss: 5.2288e-04 - accuracy: 1.0000
Epoch 131/400
31/31 [==============================] - 5s 171ms/step - loss: 2.4019e-04 - accuracy: 1.0000
Epoch 132/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 133/400
31/31 [==============================] - 5s 170ms/step - loss: 8.5558e-04 - accuracy: 1.0000
Epoch 134/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 135/400
31/31 [==============================] - 5s 170ms/step - loss: 8.9196e-04 - accuracy: 1.0000
Epoch 136/400
31/31 [==============================] - 5s 170ms/step - loss: 4.8997e-04 - accuracy: 1.0000
Epoch 137/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0093 - accuracy: 0.9990
Epoch 138/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6580e-04 - accuracy: 1.0000
Epoch 139/400
31/31 [==============================] - 5s 170ms/step - loss: 2.8208e-04 - accuracy: 1.0000
Epoch 140/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 141/400
31/31 [==============================] - 5s 170ms/step - loss: 3.9664e-04 - accuracy: 1.0000
Epoch 142/400
31/31 [==============================] - 5s 170ms/step - loss: 2.2431e-04 - accuracy: 1.0000
Epoch 143/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0076 - accuracy: 0.9980
Epoch 144/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0060 - accuracy: 0.9990
Epoch 145/400
31/31 [==============================] - 5s 170ms/step - loss: 8.1387e-04 - accuracy: 1.0000
Epoch 146/400
31/31 [==============================] - 5s 171ms/step - loss: 7.0120e-04 - accuracy: 1.0000
Epoch 147/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0065 - accuracy: 0.9980
Epoch 148/400
31/31 [==============================] - 5s 171ms/step - loss: 9.5207e-05 - accuracy: 1.0000
Epoch 149/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0046 - accuracy: 0.9980
Epoch 150/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 151/400
31/31 [==============================] - 5s 171ms/step - loss: 6.9984e-04 - accuracy: 1.0000
Epoch 152/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 153/400
31/31 [==============================] - 5s 170ms/step - loss: 3.5494e-04 - accuracy: 1.0000
Epoch 154/400
31/31 [==============================] - 5s 171ms/step - loss: 1.2962e-04 - accuracy: 1.0000
Epoch 155/400
31/31 [==============================] - 5s 171ms/step - loss: 7.4950e-05 - accuracy: 1.0000
Epoch 156/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0027 - accuracy: 0.9990
Epoch 157/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 0.9990
Epoch 158/400
31/31 [==============================] - 5s 171ms/step - loss: 3.6863e-04 - accuracy: 1.0000
Epoch 159/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0028 - accuracy: 0.9990
Epoch 160/400
31/31 [==============================] - 5s 171ms/step - loss: 7.3634e-04 - accuracy: 1.0000
Epoch 161/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 162/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0026 - accuracy: 0.9990
Epoch 163/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 164/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0078 - accuracy: 0.9990
Epoch 165/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 166/400
31/31 [==============================] - 5s 171ms/step - loss: 5.5077e-04 - accuracy: 1.0000
Epoch 167/400
31/31 [==============================] - 5s 171ms/step - loss: 3.3879e-04 - accuracy: 1.0000
Epoch 168/400
31/31 [==============================] - 5s 171ms/step - loss: 4.3309e-04 - accuracy: 1.0000
Epoch 169/400
31/31 [==============================] - 5s 171ms/step - loss: 1.4174e-04 - accuracy: 1.0000
Epoch 170/400
31/31 [==============================] - 5s 171ms/step - loss: 2.0096e-04 - accuracy: 1.0000
Epoch 171/400
31/31 [==============================] - 5s 171ms/step - loss: 6.9128e-04 - accuracy: 1.0000
Epoch 172/400
31/31 [==============================] - 5s 171ms/step - loss: 5.7237e-04 - accuracy: 1.0000
Epoch 173/400
31/31 [==============================] - 5s 171ms/step - loss: 1.2117e-04 - accuracy: 1.0000
Epoch 174/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0029 - accuracy: 0.9980
Epoch 175/400
31/31 [==============================] - 5s 171ms/step - loss: 5.5056e-04 - accuracy: 1.0000
Epoch 176/400
31/31 [==============================] - 5s 171ms/step - loss: 7.8724e-04 - accuracy: 1.0000
Epoch 177/400
31/31 [==============================] - 5s 171ms/step - loss: 6.5619e-04 - accuracy: 1.0000
Epoch 178/400
31/31 [==============================] - 5s 171ms/step - loss: 2.3340e-05 - accuracy: 1.0000
Epoch 179/400
31/31 [==============================] - 5s 171ms/step - loss: 1.1438e-04 - accuracy: 1.0000
Epoch 180/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9096e-04 - accuracy: 1.0000
Epoch 181/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 182/400
31/31 [==============================] - 5s 171ms/step - loss: 5.8767e-04 - accuracy: 1.0000
Epoch 183/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0055 - accuracy: 0.9990
Epoch 184/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 185/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0025 - accuracy: 1.0000
Epoch 186/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0024 - accuracy: 0.9990
Epoch 187/400
31/31 [==============================] - 5s 171ms/step - loss: 4.0932e-04 - accuracy: 1.0000
Epoch 188/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 189/400
31/31 [==============================] - 5s 171ms/step - loss: 9.7099e-04 - accuracy: 1.0000
Epoch 190/400
31/31 [==============================] - 5s 171ms/step - loss: 4.9993e-04 - accuracy: 1.0000
Epoch 191/400
31/31 [==============================] - 5s 170ms/step - loss: 2.8017e-04 - accuracy: 1.0000
Epoch 192/400
31/31 [==============================] - 5s 171ms/step - loss: 2.9397e-04 - accuracy: 1.0000
Epoch 193/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9318e-04 - accuracy: 1.0000
Epoch 194/400
31/31 [==============================] - 5s 171ms/step - loss: 8.2405e-04 - accuracy: 1.0000
Epoch 195/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 196/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0072e-04 - accuracy: 1.0000
Epoch 197/400
31/31 [==============================] - 5s 171ms/step - loss: 2.3378e-04 - accuracy: 1.0000
Epoch 198/400
31/31 [==============================] - 5s 171ms/step - loss: 3.3073e-04 - accuracy: 1.0000
Epoch 199/400
31/31 [==============================] - 5s 171ms/step - loss: 1.1079e-04 - accuracy: 1.0000
Epoch 200/400
31/31 [==============================] - 5s 170ms/step - loss: 4.0983e-05 - accuracy: 1.0000
Epoch 201/400
31/31 [==============================] - 5s 171ms/step - loss: 7.1264e-04 - accuracy: 1.0000
Epoch 202/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0968e-04 - accuracy: 1.0000
Epoch 203/400
31/31 [==============================] - 5s 171ms/step - loss: 2.1140e-04 - accuracy: 1.0000
Epoch 204/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5526e-05 - accuracy: 1.0000
Epoch 205/400
31/31 [==============================] - 5s 171ms/step - loss: 1.1915e-04 - accuracy: 1.0000
Epoch 206/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9199e-04 - accuracy: 1.0000
Epoch 207/400
31/31 [==============================] - 5s 170ms/step - loss: 7.9642e-05 - accuracy: 1.0000
Epoch 208/400
31/31 [==============================] - 5s 170ms/step - loss: 1.2726e-04 - accuracy: 1.0000
Epoch 209/400
31/31 [==============================] - 5s 170ms/step - loss: 7.4748e-04 - accuracy: 1.0000
Epoch 210/400
31/31 [==============================] - 5s 171ms/step - loss: 6.9205e-05 - accuracy: 1.0000
Epoch 211/400
31/31 [==============================] - 5s 171ms/step - loss: 3.5804e-04 - accuracy: 1.0000
Epoch 212/400
31/31 [==============================] - 5s 171ms/step - loss: 3.3711e-04 - accuracy: 1.0000
Epoch 213/400
31/31 [==============================] - 5s 171ms/step - loss: 8.6353e-04 - accuracy: 1.0000
Epoch 214/400
31/31 [==============================] - 5s 170ms/step - loss: 1.8739e-04 - accuracy: 1.0000
Epoch 215/400
31/31 [==============================] - 5s 171ms/step - loss: 5.6214e-05 - accuracy: 1.0000
Epoch 216/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 217/400
31/31 [==============================] - 5s 171ms/step - loss: 9.8574e-04 - accuracy: 0.9990
Epoch 218/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3293e-04 - accuracy: 1.0000
Epoch 219/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0151 - accuracy: 0.9990
Epoch 220/400
31/31 [==============================] - 5s 170ms/step - loss: 4.4989e-04 - accuracy: 1.0000
Epoch 221/400
31/31 [==============================] - 5s 170ms/step - loss: 2.6858e-04 - accuracy: 1.0000
Epoch 222/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0069 - accuracy: 0.9990
Epoch 223/400
31/31 [==============================] - 5s 170ms/step - loss: 9.3672e-05 - accuracy: 1.0000
Epoch 224/400
31/31 [==============================] - 5s 171ms/step - loss: 2.7190e-04 - accuracy: 1.0000
Epoch 225/400
31/31 [==============================] - 5s 170ms/step - loss: 4.8689e-04 - accuracy: 1.0000
Epoch 226/400
31/31 [==============================] - 5s 170ms/step - loss: 7.6381e-05 - accuracy: 1.0000
Epoch 227/400
31/31 [==============================] - 5s 171ms/step - loss: 9.8145e-05 - accuracy: 1.0000
Epoch 228/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 229/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8542e-05 - accuracy: 1.0000
Epoch 230/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3937e-04 - accuracy: 1.0000
Epoch 231/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 0.9990
Epoch 232/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9294e-05 - accuracy: 1.0000
Epoch 233/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0054 - accuracy: 0.9990
Epoch 234/400
31/31 [==============================] - 5s 170ms/step - loss: 1.3603e-04 - accuracy: 1.0000
Epoch 235/400
31/31 [==============================] - 5s 171ms/step - loss: 8.4186e-05 - accuracy: 1.0000
Epoch 236/400
31/31 [==============================] - 5s 171ms/step - loss: 9.8314e-05 - accuracy: 1.0000
Epoch 237/400
31/31 [==============================] - 5s 171ms/step - loss: 3.0250e-05 - accuracy: 1.0000
Epoch 238/400
31/31 [==============================] - 5s 171ms/step - loss: 1.7454e-04 - accuracy: 1.0000
Epoch 239/400
31/31 [==============================] - 5s 171ms/step - loss: 8.0926e-05 - accuracy: 1.0000
Epoch 240/400
31/31 [==============================] - 5s 171ms/step - loss: 1.4628e-04 - accuracy: 1.0000
Epoch 241/400
31/31 [==============================] - 5s 171ms/step - loss: 3.8226e-04 - accuracy: 1.0000
Epoch 242/400
31/31 [==============================] - 5s 171ms/step - loss: 1.2237e-04 - accuracy: 1.0000
Epoch 243/400
31/31 [==============================] - 5s 171ms/step - loss: 1.3758e-04 - accuracy: 1.0000
Epoch 244/400
31/31 [==============================] - 5s 171ms/step - loss: 2.4619e-05 - accuracy: 1.0000
Epoch 245/400
31/31 [==============================] - 5s 171ms/step - loss: 7.6304e-06 - accuracy: 1.0000
Epoch 246/400
31/31 [==============================] - 5s 171ms/step - loss: 7.4471e-05 - accuracy: 1.0000
Epoch 247/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6656e-04 - accuracy: 1.0000
Epoch 248/400
31/31 [==============================] - 5s 171ms/step - loss: 9.4324e-05 - accuracy: 1.0000
Epoch 249/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6355e-04 - accuracy: 1.0000
Epoch 250/400
31/31 [==============================] - 5s 171ms/step - loss: 4.2476e-05 - accuracy: 1.0000
Epoch 251/400
31/31 [==============================] - 5s 171ms/step - loss: 3.3774e-04 - accuracy: 1.0000
Epoch 252/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 253/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 254/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0054 - accuracy: 0.9980
Epoch 255/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0091 - accuracy: 0.9990
Epoch 256/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4784e-04 - accuracy: 1.0000
Epoch 257/400
31/31 [==============================] - 5s 171ms/step - loss: 6.1936e-05 - accuracy: 1.0000
Epoch 258/400
31/31 [==============================] - 5s 171ms/step - loss: 1.4507e-04 - accuracy: 1.0000
Epoch 259/400
31/31 [==============================] - 5s 171ms/step - loss: 3.6044e-05 - accuracy: 1.0000
Epoch 260/400
31/31 [==============================] - 5s 171ms/step - loss: 5.2569e-04 - accuracy: 1.0000
Epoch 261/400
31/31 [==============================] - 5s 171ms/step - loss: 9.8989e-05 - accuracy: 1.0000
Epoch 262/400
31/31 [==============================] - 5s 171ms/step - loss: 5.7460e-04 - accuracy: 1.0000
Epoch 263/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0036 - accuracy: 0.9990
Epoch 264/400
31/31 [==============================] - 5s 170ms/step - loss: 3.0328e-04 - accuracy: 1.0000
Epoch 265/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0038 - accuracy: 0.9990
Epoch 266/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8530e-04 - accuracy: 1.0000
Epoch 267/400
31/31 [==============================] - 5s 171ms/step - loss: 3.7832e-04 - accuracy: 1.0000
Epoch 268/400
31/31 [==============================] - 5s 171ms/step - loss: 7.6187e-05 - accuracy: 1.0000
Epoch 269/400
31/31 [==============================] - 5s 170ms/step - loss: 7.4006e-04 - accuracy: 1.0000
Epoch 270/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0034 - accuracy: 0.9990
Epoch 271/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 272/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0031 - accuracy: 0.9990
Epoch 273/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0055 - accuracy: 0.9990
Epoch 274/400
31/31 [==============================] - 5s 171ms/step - loss: 9.8185e-05 - accuracy: 1.0000
Epoch 275/400
31/31 [==============================] - 5s 171ms/step - loss: 4.2849e-04 - accuracy: 1.0000
Epoch 276/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 277/400
31/31 [==============================] - 5s 171ms/step - loss: 4.2930e-04 - accuracy: 1.0000
Epoch 278/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 279/400
31/31 [==============================] - 5s 171ms/step - loss: 3.0411e-04 - accuracy: 1.0000
Epoch 280/400
31/31 [==============================] - 5s 171ms/step - loss: 1.1140e-04 - accuracy: 1.0000
Epoch 281/400
31/31 [==============================] - 5s 171ms/step - loss: 2.9980e-04 - accuracy: 1.0000
Epoch 282/400
31/31 [==============================] - 5s 171ms/step - loss: 2.1758e-05 - accuracy: 1.0000
Epoch 283/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 284/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0027 - accuracy: 0.9990
Epoch 285/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0043 - accuracy: 0.9990
Epoch 286/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1757e-05 - accuracy: 1.0000
Epoch 287/400
31/31 [==============================] - 5s 171ms/step - loss: 2.1744e-05 - accuracy: 1.0000
Epoch 288/400
31/31 [==============================] - 5s 171ms/step - loss: 8.2771e-06 - accuracy: 1.0000
Epoch 289/400
31/31 [==============================] - 5s 171ms/step - loss: 5.1685e-05 - accuracy: 1.0000
Epoch 290/400
31/31 [==============================] - 5s 171ms/step - loss: 1.9633e-04 - accuracy: 1.0000
Epoch 291/400
31/31 [==============================] - 5s 171ms/step - loss: 2.6661e-05 - accuracy: 1.0000
Epoch 292/400
31/31 [==============================] - 5s 171ms/step - loss: 2.6985e-04 - accuracy: 1.0000
Epoch 293/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 294/400
31/31 [==============================] - 5s 171ms/step - loss: 4.3104e-05 - accuracy: 1.0000
Epoch 295/400
31/31 [==============================] - 5s 170ms/step - loss: 7.4886e-05 - accuracy: 1.0000
Epoch 296/400
31/31 [==============================] - 5s 171ms/step - loss: 3.2218e-05 - accuracy: 1.0000
Epoch 297/400
31/31 [==============================] - 5s 170ms/step - loss: 3.2797e-05 - accuracy: 1.0000
Epoch 298/400
31/31 [==============================] - 5s 171ms/step - loss: 1.9916e-04 - accuracy: 1.0000
Epoch 299/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0033 - accuracy: 0.9990
Epoch 300/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 301/400
31/31 [==============================] - 5s 171ms/step - loss: 5.5853e-04 - accuracy: 1.0000
Epoch 302/400
31/31 [==============================] - 5s 171ms/step - loss: 6.6662e-05 - accuracy: 1.0000
Epoch 303/400
31/31 [==============================] - 5s 171ms/step - loss: 1.5528e-04 - accuracy: 1.0000
Epoch 304/400
31/31 [==============================] - 5s 171ms/step - loss: 3.4156e-04 - accuracy: 1.0000
Epoch 305/400
31/31 [==============================] - 5s 171ms/step - loss: 4.7409e-05 - accuracy: 1.0000
Epoch 306/400
31/31 [==============================] - 5s 171ms/step - loss: 1.4543e-04 - accuracy: 1.0000
Epoch 307/400
31/31 [==============================] - 5s 171ms/step - loss: 3.1773e-05 - accuracy: 1.0000
Epoch 308/400
31/31 [==============================] - 5s 171ms/step - loss: 4.0039e-05 - accuracy: 1.0000
Epoch 309/400
31/31 [==============================] - 5s 171ms/step - loss: 1.0407e-05 - accuracy: 1.0000
Epoch 310/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0026 - accuracy: 0.9990
Epoch 311/400
31/31 [==============================] - 5s 171ms/step - loss: 3.1349e-05 - accuracy: 1.0000
Epoch 312/400
31/31 [==============================] - 5s 171ms/step - loss: 1.3907e-04 - accuracy: 1.0000
Epoch 313/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0047 - accuracy: 0.9990
Epoch 314/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 315/400
31/31 [==============================] - 5s 171ms/step - loss: 2.2307e-04 - accuracy: 1.0000
Epoch 316/400
31/31 [==============================] - 5s 171ms/step - loss: 6.5653e-05 - accuracy: 1.0000
Epoch 317/400
31/31 [==============================] - 5s 171ms/step - loss: 9.2112e-04 - accuracy: 1.0000
Epoch 318/400
31/31 [==============================] - 5s 170ms/step - loss: 8.1545e-05 - accuracy: 1.0000
Epoch 319/400
31/31 [==============================] - 5s 171ms/step - loss: 5.2370e-06 - accuracy: 1.0000
Epoch 320/400
31/31 [==============================] - 5s 171ms/step - loss: 2.2783e-04 - accuracy: 1.0000
Epoch 321/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6931e-05 - accuracy: 1.0000
Epoch 322/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0015 - accuracy: 0.9990
Epoch 323/400
31/31 [==============================] - 5s 170ms/step - loss: 9.5527e-06 - accuracy: 1.0000
Epoch 324/400
31/31 [==============================] - 5s 171ms/step - loss: 2.9708e-05 - accuracy: 1.0000
Epoch 325/400
31/31 [==============================] - 5s 170ms/step - loss: 2.5260e-05 - accuracy: 1.0000
Epoch 326/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1772e-06 - accuracy: 1.0000
Epoch 327/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 328/400
31/31 [==============================] - 5s 171ms/step - loss: 5.8724e-05 - accuracy: 1.0000
Epoch 329/400
31/31 [==============================] - 5s 170ms/step - loss: 8.7772e-05 - accuracy: 1.0000
Epoch 330/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8632e-05 - accuracy: 1.0000
Epoch 331/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 332/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0064 - accuracy: 0.9990
Epoch 333/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 334/400
31/31 [==============================] - 5s 170ms/step - loss: 6.2960e-05 - accuracy: 1.0000
Epoch 335/400
31/31 [==============================] - 5s 171ms/step - loss: 1.7210e-05 - accuracy: 1.0000
Epoch 336/400
31/31 [==============================] - 5s 170ms/step - loss: 8.2542e-06 - accuracy: 1.0000
Epoch 337/400
31/31 [==============================] - 5s 171ms/step - loss: 1.8373e-04 - accuracy: 1.0000
Epoch 338/400
31/31 [==============================] - 5s 171ms/step - loss: 7.2904e-06 - accuracy: 1.0000
Epoch 339/400
31/31 [==============================] - 5s 171ms/step - loss: 1.0521e-04 - accuracy: 1.0000
Epoch 340/400
31/31 [==============================] - 5s 170ms/step - loss: 2.1966e-05 - accuracy: 1.0000
Epoch 341/400
31/31 [==============================] - 5s 170ms/step - loss: 4.6463e-05 - accuracy: 1.0000
Epoch 342/400
31/31 [==============================] - 5s 171ms/step - loss: 6.3446e-05 - accuracy: 1.0000
Epoch 343/400
31/31 [==============================] - 5s 170ms/step - loss: 9.9570e-06 - accuracy: 1.0000
Epoch 344/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0048 - accuracy: 0.9990
Epoch 345/400
31/31 [==============================] - 5s 171ms/step - loss: 4.3638e-04 - accuracy: 1.0000
Epoch 346/400
31/31 [==============================] - 5s 170ms/step - loss: 3.6680e-04 - accuracy: 1.0000
Epoch 347/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0046 - accuracy: 0.9990
Epoch 348/400
31/31 [==============================] - 5s 170ms/step - loss: 6.8965e-05 - accuracy: 1.0000
Epoch 349/400
31/31 [==============================] - 5s 171ms/step - loss: 4.1165e-05 - accuracy: 1.0000
Epoch 350/400
31/31 [==============================] - 5s 170ms/step - loss: 1.0675e-05 - accuracy: 1.0000
Epoch 351/400
31/31 [==============================] - 5s 171ms/step - loss: 8.3120e-04 - accuracy: 1.0000
Epoch 352/400
31/31 [==============================] - 5s 171ms/step - loss: 5.2546e-05 - accuracy: 1.0000
Epoch 353/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 354/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0025 - accuracy: 0.9990
Epoch 355/400
31/31 [==============================] - 5s 170ms/step - loss: 2.2772e-04 - accuracy: 1.0000
Epoch 356/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9349e-04 - accuracy: 1.0000
Epoch 357/400
31/31 [==============================] - 5s 171ms/step - loss: 6.3869e-05 - accuracy: 1.0000
Epoch 358/400
31/31 [==============================] - 5s 171ms/step - loss: 7.1735e-05 - accuracy: 1.0000
Epoch 359/400
31/31 [==============================] - 5s 170ms/step - loss: 9.9997e-04 - accuracy: 0.9990
Epoch 360/400
31/31 [==============================] - 5s 171ms/step - loss: 9.0254e-05 - accuracy: 1.0000
Epoch 361/400
31/31 [==============================] - 5s 170ms/step - loss: 1.6031e-05 - accuracy: 1.0000
Epoch 362/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4621e-04 - accuracy: 1.0000
Epoch 363/400
31/31 [==============================] - 5s 170ms/step - loss: 2.9830e-06 - accuracy: 1.0000
Epoch 364/400
31/31 [==============================] - 5s 170ms/step - loss: 8.5070e-06 - accuracy: 1.0000
Epoch 365/400
31/31 [==============================] - 5s 170ms/step - loss: 8.1695e-04 - accuracy: 1.0000
Epoch 366/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4949e-04 - accuracy: 1.0000
Epoch 367/400
31/31 [==============================] - 5s 171ms/step - loss: 2.4452e-05 - accuracy: 1.0000
Epoch 368/400
31/31 [==============================] - 5s 170ms/step - loss: 1.9450e-05 - accuracy: 1.0000
Epoch 369/400
31/31 [==============================] - 5s 170ms/step - loss: 2.8042e-05 - accuracy: 1.0000
Epoch 370/400
31/31 [==============================] - 5s 170ms/step - loss: 1.4436e-04 - accuracy: 1.0000
Epoch 371/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0089 - accuracy: 0.9990
Epoch 372/400
31/31 [==============================] - 5s 170ms/step - loss: 3.1007e-04 - accuracy: 1.0000
Epoch 373/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 374/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9980
Epoch 375/400
31/31 [==============================] - 5s 170ms/step - loss: 2.3790e-04 - accuracy: 1.0000
Epoch 376/400
31/31 [==============================] - 5s 170ms/step - loss: 5.0446e-05 - accuracy: 1.0000
Epoch 377/400
31/31 [==============================] - 5s 170ms/step - loss: 9.6923e-05 - accuracy: 1.0000
Epoch 378/400
31/31 [==============================] - 5s 170ms/step - loss: 3.8349e-05 - accuracy: 1.0000
Epoch 379/400
31/31 [==============================] - 5s 170ms/step - loss: 5.5790e-05 - accuracy: 1.0000
Epoch 380/400
31/31 [==============================] - 5s 170ms/step - loss: 4.1470e-05 - accuracy: 1.0000
Epoch 381/400
31/31 [==============================] - 5s 171ms/step - loss: 1.8766e-05 - accuracy: 1.0000
Epoch 382/400
31/31 [==============================] - 5s 170ms/step - loss: 1.5955e-04 - accuracy: 1.0000
Epoch 383/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 384/400
31/31 [==============================] - 5s 170ms/step - loss: 6.4189e-05 - accuracy: 1.0000
Epoch 385/400
31/31 [==============================] - 5s 171ms/step - loss: 1.3205e-04 - accuracy: 1.0000
Epoch 386/400
31/31 [==============================] - 5s 170ms/step - loss: 4.1607e-05 - accuracy: 1.0000
Epoch 387/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0055 - accuracy: 0.9990
Epoch 388/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 389/400
31/31 [==============================] - 5s 171ms/step - loss: 2.2388e-05 - accuracy: 1.0000
Epoch 390/400
31/31 [==============================] - 5s 171ms/step - loss: 4.2646e-05 - accuracy: 1.0000
Epoch 391/400
31/31 [==============================] - 5s 171ms/step - loss: 6.6509e-06 - accuracy: 1.0000
Epoch 392/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 393/400
31/31 [==============================] - 5s 170ms/step - loss: 8.3697e-06 - accuracy: 1.0000
Epoch 394/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 395/400
31/31 [==============================] - 5s 171ms/step - loss: 1.6686e-04 - accuracy: 1.0000
Epoch 396/400
31/31 [==============================] - 5s 171ms/step - loss: 1.9790e-05 - accuracy: 1.0000
Epoch 397/400
31/31 [==============================] - 5s 171ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 398/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 0.9990
Epoch 399/400
31/31 [==============================] - 5s 170ms/step - loss: 0.0262 - accuracy: 0.9990
Epoch 400/400
31/31 [==============================] - 5s 169ms/step - loss: 4.7624e-05 - accuracy: 1.0000
Epoch 1/400
30/30 [==============================] - 5s 164ms/step - loss: 7.6547 - accuracy: 0.0116
Epoch 2/400
30/30 [==============================] - 5s 165ms/step - loss: 5.1467 - accuracy: 0.0328
Epoch 3/400
30/30 [==============================] - 5s 166ms/step - loss: 4.4977 - accuracy: 0.1101
Epoch 4/400
30/30 [==============================] - 5s 167ms/step - loss: 3.2353 - accuracy: 0.3545
Epoch 5/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9201 - accuracy: 0.6085
Epoch 6/400
30/30 [==============================] - 5s 170ms/step - loss: 0.9857 - accuracy: 0.7947
Epoch 7/400
30/30 [==============================] - 5s 171ms/step - loss: 0.5408 - accuracy: 0.8836
Epoch 8/400
30/30 [==============================] - 5s 172ms/step - loss: 0.3178 - accuracy: 0.9365
Epoch 9/400
30/30 [==============================] - 5s 171ms/step - loss: 0.2215 - accuracy: 0.9608
Epoch 10/400
30/30 [==============================] - 5s 170ms/step - loss: 0.1472 - accuracy: 0.9735
Epoch 11/400
30/30 [==============================] - 5s 169ms/step - loss: 0.1053 - accuracy: 0.9852
Epoch 12/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0609 - accuracy: 0.9905
Epoch 13/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0726 - accuracy: 0.9841
Epoch 14/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0497 - accuracy: 0.9926
Epoch 15/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0355 - accuracy: 0.9905
Epoch 16/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0489 - accuracy: 0.9915
Epoch 17/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0484 - accuracy: 0.9894
Epoch 18/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0317 - accuracy: 0.9926
Epoch 19/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0438 - accuracy: 0.9915
Epoch 20/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0236 - accuracy: 0.9968
Epoch 21/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0181 - accuracy: 0.9968
Epoch 22/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0313 - accuracy: 0.9937
Epoch 23/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0079 - accuracy: 0.9979
Epoch 24/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0054 - accuracy: 0.9989
Epoch 25/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0145 - accuracy: 0.9979
Epoch 26/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0111 - accuracy: 0.9958
Epoch 27/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0145 - accuracy: 0.9968
Epoch 28/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0159 - accuracy: 0.9968
Epoch 29/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0104 - accuracy: 0.9968
Epoch 30/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0079 - accuracy: 0.9989
Epoch 31/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0212 - accuracy: 0.9937
Epoch 32/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0142 - accuracy: 0.9947
Epoch 33/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0050 - accuracy: 0.9979
Epoch 34/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0053 - accuracy: 0.9989
Epoch 35/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0056 - accuracy: 0.9979
Epoch 36/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0044 - accuracy: 0.9989
Epoch 37/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 38/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0083 - accuracy: 0.9979
Epoch 39/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0319 - accuracy: 0.9926
Epoch 40/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0047 - accuracy: 0.9989
Epoch 41/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 42/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0029 - accuracy: 0.9989
Epoch 43/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 44/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0207 - accuracy: 0.9958
Epoch 45/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0059 - accuracy: 0.9979
Epoch 46/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9989
Epoch 47/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0159 - accuracy: 0.9968
Epoch 48/400
30/30 [==============================] - 5s 170ms/step - loss: 6.4541e-04 - accuracy: 1.0000
Epoch 49/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0076 - accuracy: 0.9968
Epoch 50/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0116 - accuracy: 0.9968
Epoch 51/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0085 - accuracy: 0.9979
Epoch 52/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0071 - accuracy: 0.9979
Epoch 53/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0073 - accuracy: 0.9979
Epoch 54/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 1.0000
Epoch 55/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 56/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0143 - accuracy: 0.9968
Epoch 57/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0042 - accuracy: 0.9989
Epoch 58/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0026 - accuracy: 0.9989
Epoch 59/400
30/30 [==============================] - 5s 169ms/step - loss: 7.5251e-04 - accuracy: 1.0000
Epoch 60/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0034 - accuracy: 0.9989
Epoch 61/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 1.0000
Epoch 62/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0108 - accuracy: 0.9989
Epoch 63/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9989
Epoch 64/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 65/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0137 - accuracy: 0.9968
Epoch 66/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0075 - accuracy: 0.9989
Epoch 67/400
30/30 [==============================] - 5s 169ms/step - loss: 8.5868e-04 - accuracy: 1.0000
Epoch 68/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0023 - accuracy: 0.9989
Epoch 69/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 70/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0071 - accuracy: 0.9989
Epoch 71/400
30/30 [==============================] - 5s 170ms/step - loss: 6.0182e-04 - accuracy: 1.0000
Epoch 72/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0070 - accuracy: 0.9979
Epoch 73/400
30/30 [==============================] - 5s 170ms/step - loss: 6.3539e-04 - accuracy: 1.0000
Epoch 74/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0030 - accuracy: 0.9989
Epoch 75/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0054 - accuracy: 0.9989
Epoch 76/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 77/400
30/30 [==============================] - 5s 170ms/step - loss: 4.1632e-04 - accuracy: 1.0000
Epoch 78/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0096 - accuracy: 0.9989
Epoch 79/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 1.0000
Epoch 80/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0057 - accuracy: 0.9989
Epoch 81/400
30/30 [==============================] - 5s 170ms/step - loss: 5.9071e-04 - accuracy: 1.0000
Epoch 82/400
30/30 [==============================] - 5s 170ms/step - loss: 6.4935e-04 - accuracy: 1.0000
Epoch 83/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 84/400
30/30 [==============================] - 5s 170ms/step - loss: 5.6674e-04 - accuracy: 1.0000
Epoch 85/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5838e-04 - accuracy: 1.0000
Epoch 86/400
30/30 [==============================] - 5s 170ms/step - loss: 9.5825e-04 - accuracy: 1.0000
Epoch 87/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 88/400
30/30 [==============================] - 5s 170ms/step - loss: 4.0185e-04 - accuracy: 1.0000
Epoch 89/400
30/30 [==============================] - 5s 170ms/step - loss: 7.8206e-04 - accuracy: 1.0000
Epoch 90/400
30/30 [==============================] - 5s 170ms/step - loss: 8.5380e-04 - accuracy: 0.9989
Epoch 91/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0091 - accuracy: 0.9979
Epoch 92/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 93/400
30/30 [==============================] - 5s 170ms/step - loss: 3.2450e-04 - accuracy: 1.0000
Epoch 94/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0091 - accuracy: 0.9979
Epoch 95/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0031 - accuracy: 0.9989
Epoch 96/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0035 - accuracy: 0.9989
Epoch 97/400
30/30 [==============================] - 5s 170ms/step - loss: 7.5729e-04 - accuracy: 1.0000
Epoch 98/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9989
Epoch 99/400
30/30 [==============================] - 5s 169ms/step - loss: 2.8295e-04 - accuracy: 1.0000
Epoch 100/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3055e-04 - accuracy: 1.0000
Epoch 101/400
30/30 [==============================] - 5s 170ms/step - loss: 2.4744e-04 - accuracy: 1.0000
Epoch 102/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0029 - accuracy: 0.9989
Epoch 103/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0059 - accuracy: 0.9989
Epoch 104/400
30/30 [==============================] - 5s 170ms/step - loss: 3.9224e-04 - accuracy: 1.0000
Epoch 105/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 106/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3887e-04 - accuracy: 1.0000
Epoch 107/400
30/30 [==============================] - 5s 169ms/step - loss: 2.2920e-04 - accuracy: 1.0000
Epoch 108/400
30/30 [==============================] - 5s 170ms/step - loss: 3.0607e-04 - accuracy: 1.0000
Epoch 109/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1751e-04 - accuracy: 1.0000
Epoch 110/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8654e-04 - accuracy: 1.0000
Epoch 111/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0352e-04 - accuracy: 1.0000
Epoch 112/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2861e-04 - accuracy: 1.0000
Epoch 113/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0077 - accuracy: 0.9989
Epoch 114/400
30/30 [==============================] - 5s 170ms/step - loss: 4.6192e-04 - accuracy: 1.0000
Epoch 115/400
30/30 [==============================] - 5s 170ms/step - loss: 4.5756e-04 - accuracy: 1.0000
Epoch 116/400
30/30 [==============================] - 5s 170ms/step - loss: 2.2712e-04 - accuracy: 1.0000
Epoch 117/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9989
Epoch 118/400
30/30 [==============================] - 5s 170ms/step - loss: 3.3314e-04 - accuracy: 1.0000
Epoch 119/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9989
Epoch 120/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0016 - accuracy: 0.9989
Epoch 121/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3175e-04 - accuracy: 1.0000
Epoch 122/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 123/400
30/30 [==============================] - 5s 170ms/step - loss: 3.2110e-05 - accuracy: 1.0000
Epoch 124/400
30/30 [==============================] - 5s 170ms/step - loss: 9.7562e-05 - accuracy: 1.0000
Epoch 125/400
30/30 [==============================] - 5s 170ms/step - loss: 5.4160e-04 - accuracy: 1.0000
Epoch 126/400
30/30 [==============================] - 5s 170ms/step - loss: 3.3528e-04 - accuracy: 1.0000
Epoch 127/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6219e-04 - accuracy: 1.0000
Epoch 128/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0062 - accuracy: 0.9979
Epoch 129/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 130/400
30/30 [==============================] - 5s 170ms/step - loss: 2.3500e-04 - accuracy: 1.0000
Epoch 131/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0035 - accuracy: 0.9989
Epoch 132/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0059 - accuracy: 0.9989
Epoch 133/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 1.0000
Epoch 134/400
30/30 [==============================] - 5s 170ms/step - loss: 4.6927e-04 - accuracy: 1.0000
Epoch 135/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8831e-04 - accuracy: 1.0000
Epoch 136/400
30/30 [==============================] - 5s 171ms/step - loss: 3.2910e-04 - accuracy: 1.0000
Epoch 137/400
30/30 [==============================] - 5s 170ms/step - loss: 3.4401e-04 - accuracy: 1.0000
Epoch 138/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4078e-04 - accuracy: 1.0000
Epoch 139/400
30/30 [==============================] - 5s 170ms/step - loss: 2.7606e-04 - accuracy: 1.0000
Epoch 140/400
30/30 [==============================] - 5s 170ms/step - loss: 6.0305e-04 - accuracy: 1.0000
Epoch 141/400
30/30 [==============================] - 5s 170ms/step - loss: 3.7713e-04 - accuracy: 1.0000
Epoch 142/400
30/30 [==============================] - 5s 170ms/step - loss: 2.3484e-04 - accuracy: 1.0000
Epoch 143/400
30/30 [==============================] - 5s 170ms/step - loss: 7.4314e-05 - accuracy: 1.0000
Epoch 144/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0190 - accuracy: 0.9989
Epoch 145/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0031 - accuracy: 1.0000
Epoch 146/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 0.9989
Epoch 147/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0060 - accuracy: 1.0000
Epoch 148/400
30/30 [==============================] - 5s 170ms/step - loss: 7.7887e-04 - accuracy: 1.0000
Epoch 149/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 150/400
30/30 [==============================] - 5s 170ms/step - loss: 4.9102e-04 - accuracy: 1.0000
Epoch 151/400
30/30 [==============================] - 5s 170ms/step - loss: 6.3669e-04 - accuracy: 1.0000
Epoch 152/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0014 - accuracy: 0.9989
Epoch 153/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0536e-04 - accuracy: 1.0000
Epoch 154/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5782e-04 - accuracy: 1.0000
Epoch 155/400
30/30 [==============================] - 5s 170ms/step - loss: 9.4815e-04 - accuracy: 0.9989
Epoch 156/400
30/30 [==============================] - 5s 169ms/step - loss: 6.2334e-05 - accuracy: 1.0000
Epoch 157/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2258e-04 - accuracy: 1.0000
Epoch 158/400
30/30 [==============================] - 5s 170ms/step - loss: 4.6795e-04 - accuracy: 1.0000
Epoch 159/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9989
Epoch 160/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 161/400
30/30 [==============================] - 5s 170ms/step - loss: 6.7414e-04 - accuracy: 1.0000
Epoch 162/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3013e-04 - accuracy: 1.0000
Epoch 163/400
30/30 [==============================] - 5s 169ms/step - loss: 7.8025e-05 - accuracy: 1.0000
Epoch 164/400
30/30 [==============================] - 5s 169ms/step - loss: 2.9108e-04 - accuracy: 1.0000
Epoch 165/400
30/30 [==============================] - 5s 169ms/step - loss: 4.6330e-04 - accuracy: 1.0000
Epoch 166/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0481e-04 - accuracy: 1.0000
Epoch 167/400
30/30 [==============================] - 5s 169ms/step - loss: 4.7482e-05 - accuracy: 1.0000
Epoch 168/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8584e-04 - accuracy: 1.0000
Epoch 169/400
30/30 [==============================] - 5s 171ms/step - loss: 1.1469e-04 - accuracy: 1.0000
Epoch 170/400
30/30 [==============================] - 5s 169ms/step - loss: 8.0912e-05 - accuracy: 1.0000
Epoch 171/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4240e-04 - accuracy: 1.0000
Epoch 172/400
30/30 [==============================] - 5s 169ms/step - loss: 5.7086e-04 - accuracy: 1.0000
Epoch 173/400
30/30 [==============================] - 5s 169ms/step - loss: 9.6183e-04 - accuracy: 0.9989
Epoch 174/400
30/30 [==============================] - 5s 169ms/step - loss: 5.8188e-05 - accuracy: 1.0000
Epoch 175/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6777e-04 - accuracy: 1.0000
Epoch 176/400
30/30 [==============================] - 5s 170ms/step - loss: 1.0325e-04 - accuracy: 1.0000
Epoch 177/400
30/30 [==============================] - 5s 170ms/step - loss: 3.7713e-05 - accuracy: 1.0000
Epoch 178/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0037 - accuracy: 0.9989
Epoch 179/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0016 - accuracy: 0.9989
Epoch 180/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0013 - accuracy: 0.9989
Epoch 181/400
30/30 [==============================] - 5s 170ms/step - loss: 9.2752e-05 - accuracy: 1.0000
Epoch 182/400
30/30 [==============================] - 5s 170ms/step - loss: 9.1539e-05 - accuracy: 1.0000
Epoch 183/400
30/30 [==============================] - 5s 170ms/step - loss: 6.2486e-05 - accuracy: 1.0000
Epoch 184/400
30/30 [==============================] - 5s 170ms/step - loss: 4.9504e-05 - accuracy: 1.0000
Epoch 185/400
30/30 [==============================] - 5s 170ms/step - loss: 4.8038e-05 - accuracy: 1.0000
Epoch 186/400
30/30 [==============================] - 5s 170ms/step - loss: 7.9903e-04 - accuracy: 1.0000
Epoch 187/400
30/30 [==============================] - 5s 170ms/step - loss: 8.2465e-05 - accuracy: 1.0000
Epoch 188/400
30/30 [==============================] - 5s 170ms/step - loss: 2.3302e-05 - accuracy: 1.0000
Epoch 189/400
30/30 [==============================] - 5s 170ms/step - loss: 2.7100e-05 - accuracy: 1.0000
Epoch 190/400
30/30 [==============================] - 5s 170ms/step - loss: 3.9947e-05 - accuracy: 1.0000
Epoch 191/400
30/30 [==============================] - 5s 170ms/step - loss: 2.3697e-05 - accuracy: 1.0000
Epoch 192/400
30/30 [==============================] - 5s 170ms/step - loss: 5.9009e-04 - accuracy: 1.0000
Epoch 193/400
30/30 [==============================] - 5s 170ms/step - loss: 5.7610e-05 - accuracy: 1.0000
Epoch 194/400
30/30 [==============================] - 5s 169ms/step - loss: 4.1383e-05 - accuracy: 1.0000
Epoch 195/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4672e-04 - accuracy: 1.0000
Epoch 196/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5692e-05 - accuracy: 1.0000
Epoch 197/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0032 - accuracy: 0.9989
Epoch 198/400
30/30 [==============================] - 5s 170ms/step - loss: 4.7461e-04 - accuracy: 1.0000
Epoch 199/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9989
Epoch 200/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0054 - accuracy: 0.9989
Epoch 201/400
30/30 [==============================] - 5s 168ms/step - loss: 2.5096e-04 - accuracy: 1.0000
Epoch 202/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 203/400
30/30 [==============================] - 5s 169ms/step - loss: 9.4648e-04 - accuracy: 0.9989
Epoch 204/400
30/30 [==============================] - 5s 169ms/step - loss: 3.9642e-04 - accuracy: 1.0000
Epoch 205/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4205e-04 - accuracy: 1.0000
Epoch 206/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 1.0000
Epoch 207/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4659e-04 - accuracy: 1.0000
Epoch 208/400
30/30 [==============================] - 5s 170ms/step - loss: 3.6821e-04 - accuracy: 1.0000
Epoch 209/400
30/30 [==============================] - 5s 169ms/step - loss: 4.4996e-05 - accuracy: 1.0000
Epoch 210/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9483e-05 - accuracy: 1.0000
Epoch 211/400
30/30 [==============================] - 5s 169ms/step - loss: 2.8239e-04 - accuracy: 1.0000
Epoch 212/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1655e-04 - accuracy: 1.0000
Epoch 213/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3255e-04 - accuracy: 1.0000
Epoch 214/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4637e-04 - accuracy: 1.0000
Epoch 215/400
30/30 [==============================] - 5s 169ms/step - loss: 5.1611e-05 - accuracy: 1.0000
Epoch 216/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5616e-04 - accuracy: 1.0000
Epoch 217/400
30/30 [==============================] - 5s 169ms/step - loss: 7.9658e-05 - accuracy: 1.0000
Epoch 218/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0123e-05 - accuracy: 1.0000
Epoch 219/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4613e-05 - accuracy: 1.0000
Epoch 220/400
30/30 [==============================] - 5s 169ms/step - loss: 4.1245e-05 - accuracy: 1.0000
Epoch 221/400
30/30 [==============================] - 5s 169ms/step - loss: 8.1214e-05 - accuracy: 1.0000
Epoch 222/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6482e-04 - accuracy: 1.0000
Epoch 223/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1866e-04 - accuracy: 1.0000
Epoch 224/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3176e-05 - accuracy: 1.0000
Epoch 225/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2715e-05 - accuracy: 1.0000
Epoch 226/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0048 - accuracy: 0.9989
Epoch 227/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 228/400
30/30 [==============================] - 5s 169ms/step - loss: 8.4204e-05 - accuracy: 1.0000
Epoch 229/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9246e-05 - accuracy: 1.0000
Epoch 230/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0047 - accuracy: 0.9989
Epoch 231/400
30/30 [==============================] - 5s 169ms/step - loss: 8.6303e-06 - accuracy: 1.0000
Epoch 232/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1580e-05 - accuracy: 1.0000
Epoch 233/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7114e-04 - accuracy: 1.0000
Epoch 234/400
30/30 [==============================] - 5s 169ms/step - loss: 5.1100e-05 - accuracy: 1.0000
Epoch 235/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6828e-04 - accuracy: 1.0000
Epoch 236/400
30/30 [==============================] - 5s 169ms/step - loss: 8.4667e-06 - accuracy: 1.0000
Epoch 237/400
30/30 [==============================] - 5s 169ms/step - loss: 6.7511e-04 - accuracy: 1.0000
Epoch 238/400
30/30 [==============================] - 5s 169ms/step - loss: 8.9304e-05 - accuracy: 1.0000
Epoch 239/400
30/30 [==============================] - 5s 169ms/step - loss: 3.1204e-05 - accuracy: 1.0000
Epoch 240/400
30/30 [==============================] - 5s 170ms/step - loss: 1.7009e-04 - accuracy: 1.0000
Epoch 241/400
30/30 [==============================] - 5s 170ms/step - loss: 4.2408e-05 - accuracy: 1.0000
Epoch 242/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2389e-05 - accuracy: 1.0000
Epoch 243/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8278e-05 - accuracy: 1.0000
Epoch 244/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4321e-05 - accuracy: 1.0000
Epoch 245/400
30/30 [==============================] - 5s 169ms/step - loss: 7.3161e-05 - accuracy: 1.0000
Epoch 246/400
30/30 [==============================] - 5s 169ms/step - loss: 4.8067e-05 - accuracy: 1.0000
Epoch 247/400
30/30 [==============================] - 5s 169ms/step - loss: 5.5546e-05 - accuracy: 1.0000
Epoch 248/400
30/30 [==============================] - 5s 170ms/step - loss: 7.9111e-06 - accuracy: 1.0000
Epoch 249/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5778e-05 - accuracy: 1.0000
Epoch 250/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3399e-06 - accuracy: 1.0000
Epoch 251/400
30/30 [==============================] - 5s 169ms/step - loss: 5.2674e-06 - accuracy: 1.0000
Epoch 252/400
30/30 [==============================] - 5s 169ms/step - loss: 6.9289e-05 - accuracy: 1.0000
Epoch 253/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6705e-05 - accuracy: 1.0000
Epoch 254/400
30/30 [==============================] - 5s 169ms/step - loss: 8.6336e-06 - accuracy: 1.0000
Epoch 255/400
30/30 [==============================] - 5s 169ms/step - loss: 8.2244e-05 - accuracy: 1.0000
Epoch 256/400
30/30 [==============================] - 5s 169ms/step - loss: 8.2600e-06 - accuracy: 1.0000
Epoch 257/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5846e-05 - accuracy: 1.0000
Epoch 258/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0350e-05 - accuracy: 1.0000
Epoch 259/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4795e-05 - accuracy: 1.0000
Epoch 260/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5980e-06 - accuracy: 1.0000
Epoch 261/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3360e-05 - accuracy: 1.0000
Epoch 262/400
30/30 [==============================] - 5s 169ms/step - loss: 7.7343e-05 - accuracy: 1.0000
Epoch 263/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9383e-04 - accuracy: 1.0000
Epoch 264/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0034 - accuracy: 0.9979
Epoch 265/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 266/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8369e-04 - accuracy: 1.0000
Epoch 267/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0018 - accuracy: 0.9989
Epoch 268/400
30/30 [==============================] - 5s 169ms/step - loss: 8.3918e-05 - accuracy: 1.0000
Epoch 269/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8835e-04 - accuracy: 1.0000
Epoch 270/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5638e-05 - accuracy: 1.0000
Epoch 271/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6132e-04 - accuracy: 1.0000
Epoch 272/400
30/30 [==============================] - 5s 170ms/step - loss: 6.7652e-05 - accuracy: 1.0000
Epoch 273/400
30/30 [==============================] - 5s 169ms/step - loss: 8.8513e-06 - accuracy: 1.0000
Epoch 274/400
30/30 [==============================] - 5s 169ms/step - loss: 7.3193e-06 - accuracy: 1.0000
Epoch 275/400
30/30 [==============================] - 5s 169ms/step - loss: 3.5747e-05 - accuracy: 1.0000
Epoch 276/400
30/30 [==============================] - 5s 170ms/step - loss: 4.6324e-06 - accuracy: 1.0000
Epoch 277/400
30/30 [==============================] - 5s 170ms/step - loss: 3.3608e-05 - accuracy: 1.0000
Epoch 278/400
30/30 [==============================] - 5s 170ms/step - loss: 5.7290e-06 - accuracy: 1.0000
Epoch 279/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7633e-06 - accuracy: 1.0000
Epoch 280/400
30/30 [==============================] - 5s 169ms/step - loss: 2.1121e-04 - accuracy: 1.0000
Epoch 281/400
30/30 [==============================] - 5s 169ms/step - loss: 8.5322e-06 - accuracy: 1.0000
Epoch 282/400
30/30 [==============================] - 5s 169ms/step - loss: 5.5380e-06 - accuracy: 1.0000
Epoch 283/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4324e-05 - accuracy: 1.0000
Epoch 284/400
30/30 [==============================] - 5s 170ms/step - loss: 2.3036e-05 - accuracy: 1.0000
Epoch 285/400
30/30 [==============================] - 5s 170ms/step - loss: 3.3827e-04 - accuracy: 1.0000
Epoch 286/400
30/30 [==============================] - 5s 170ms/step - loss: 3.0733e-05 - accuracy: 1.0000
Epoch 287/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0042 - accuracy: 0.9989
Epoch 288/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6156e-05 - accuracy: 1.0000
Epoch 289/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0082 - accuracy: 0.9989
Epoch 290/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 291/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0038 - accuracy: 0.9979
Epoch 292/400
30/30 [==============================] - 5s 170ms/step - loss: 2.4475e-04 - accuracy: 1.0000
Epoch 293/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8292e-04 - accuracy: 1.0000
Epoch 294/400
30/30 [==============================] - 5s 170ms/step - loss: 7.1360e-04 - accuracy: 1.0000
Epoch 295/400
30/30 [==============================] - 5s 170ms/step - loss: 7.3773e-04 - accuracy: 1.0000
Epoch 296/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5133e-04 - accuracy: 1.0000
Epoch 297/400
30/30 [==============================] - 5s 169ms/step - loss: 3.1954e-05 - accuracy: 1.0000
Epoch 298/400
30/30 [==============================] - 5s 170ms/step - loss: 1.0224e-05 - accuracy: 1.0000
Epoch 299/400
30/30 [==============================] - 5s 170ms/step - loss: 6.8444e-05 - accuracy: 1.0000
Epoch 300/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1929e-05 - accuracy: 1.0000
Epoch 301/400
30/30 [==============================] - 5s 170ms/step - loss: 4.0927e-05 - accuracy: 1.0000
Epoch 302/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5235e-04 - accuracy: 1.0000
Epoch 303/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2324e-04 - accuracy: 1.0000
Epoch 304/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0063 - accuracy: 0.9979
Epoch 305/400
30/30 [==============================] - 5s 170ms/step - loss: 8.8412e-05 - accuracy: 1.0000
Epoch 306/400
30/30 [==============================] - 5s 170ms/step - loss: 7.6580e-05 - accuracy: 1.0000
Epoch 307/400
30/30 [==============================] - 5s 171ms/step - loss: 1.2430e-04 - accuracy: 1.0000
Epoch 308/400
30/30 [==============================] - 5s 170ms/step - loss: 5.9511e-05 - accuracy: 1.0000
Epoch 309/400
30/30 [==============================] - 5s 170ms/step - loss: 2.0657e-05 - accuracy: 1.0000
Epoch 310/400
30/30 [==============================] - 5s 170ms/step - loss: 3.4516e-05 - accuracy: 1.0000
Epoch 311/400
30/30 [==============================] - 5s 170ms/step - loss: 7.1686e-06 - accuracy: 1.0000
Epoch 312/400
30/30 [==============================] - 5s 170ms/step - loss: 8.5594e-06 - accuracy: 1.0000
Epoch 313/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0026 - accuracy: 0.9989
Epoch 314/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0035 - accuracy: 0.9989
Epoch 315/400
30/30 [==============================] - 5s 169ms/step - loss: 6.7613e-06 - accuracy: 1.0000
Epoch 316/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3709e-06 - accuracy: 1.0000
Epoch 317/400
30/30 [==============================] - 5s 169ms/step - loss: 3.6153e-04 - accuracy: 1.0000
Epoch 318/400
30/30 [==============================] - 5s 169ms/step - loss: 9.0790e-06 - accuracy: 1.0000
Epoch 319/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3716e-06 - accuracy: 1.0000
Epoch 320/400
30/30 [==============================] - 5s 169ms/step - loss: 2.9549e-06 - accuracy: 1.0000
Epoch 321/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6400e-05 - accuracy: 1.0000
Epoch 322/400
30/30 [==============================] - 5s 169ms/step - loss: 4.9288e-06 - accuracy: 1.0000
Epoch 323/400
30/30 [==============================] - 5s 169ms/step - loss: 5.5115e-06 - accuracy: 1.0000
Epoch 324/400
30/30 [==============================] - 5s 169ms/step - loss: 5.6853e-06 - accuracy: 1.0000
Epoch 325/400
30/30 [==============================] - 5s 169ms/step - loss: 5.2790e-06 - accuracy: 1.0000
Epoch 326/400
30/30 [==============================] - 5s 170ms/step - loss: 4.3821e-05 - accuracy: 1.0000
Epoch 327/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2092e-05 - accuracy: 1.0000
Epoch 328/400
30/30 [==============================] - 5s 170ms/step - loss: 1.5097e-05 - accuracy: 1.0000
Epoch 329/400
30/30 [==============================] - 5s 169ms/step - loss: 4.1276e-06 - accuracy: 1.0000
Epoch 330/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1174e-04 - accuracy: 1.0000
Epoch 331/400
30/30 [==============================] - 5s 170ms/step - loss: 4.4566e-05 - accuracy: 1.0000
Epoch 332/400
30/30 [==============================] - 5s 170ms/step - loss: 2.7752e-06 - accuracy: 1.0000
Epoch 333/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5683e-06 - accuracy: 1.0000
Epoch 334/400
30/30 [==============================] - 5s 170ms/step - loss: 1.9376e-06 - accuracy: 1.0000
Epoch 335/400
30/30 [==============================] - 5s 170ms/step - loss: 3.8989e-06 - accuracy: 1.0000
Epoch 336/400
30/30 [==============================] - 5s 169ms/step - loss: 9.6054e-06 - accuracy: 1.0000
Epoch 337/400
30/30 [==============================] - 5s 170ms/step - loss: 2.8450e-05 - accuracy: 1.0000
Epoch 338/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3770e-06 - accuracy: 1.0000
Epoch 339/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3209e-06 - accuracy: 1.0000
Epoch 340/400
30/30 [==============================] - 5s 170ms/step - loss: 2.8344e-04 - accuracy: 1.0000
Epoch 341/400
30/30 [==============================] - 5s 169ms/step - loss: 4.3530e-06 - accuracy: 1.0000
Epoch 342/400
30/30 [==============================] - 5s 170ms/step - loss: 6.2540e-06 - accuracy: 1.0000
Epoch 343/400
30/30 [==============================] - 5s 170ms/step - loss: 9.5681e-06 - accuracy: 1.0000
Epoch 344/400
30/30 [==============================] - 5s 169ms/step - loss: 3.0907e-05 - accuracy: 1.0000
Epoch 345/400
30/30 [==============================] - 5s 170ms/step - loss: 3.5027e-06 - accuracy: 1.0000
Epoch 346/400
30/30 [==============================] - 5s 170ms/step - loss: 3.1507e-05 - accuracy: 1.0000
Epoch 347/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1584e-04 - accuracy: 1.0000
Epoch 348/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1071e-05 - accuracy: 1.0000
Epoch 349/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9985e-05 - accuracy: 1.0000
Epoch 350/400
30/30 [==============================] - 5s 170ms/step - loss: 2.1118e-05 - accuracy: 1.0000
Epoch 351/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2143e-06 - accuracy: 1.0000
Epoch 352/400
30/30 [==============================] - 5s 170ms/step - loss: 3.7412e-06 - accuracy: 1.0000
Epoch 353/400
30/30 [==============================] - 5s 170ms/step - loss: 7.7981e-07 - accuracy: 1.0000
Epoch 354/400
30/30 [==============================] - 5s 170ms/step - loss: 2.0817e-06 - accuracy: 1.0000
Epoch 355/400
30/30 [==============================] - 5s 170ms/step - loss: 6.8804e-06 - accuracy: 1.0000
Epoch 356/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0028 - accuracy: 0.9989
Epoch 357/400
30/30 [==============================] - 5s 170ms/step - loss: 7.7815e-05 - accuracy: 1.0000
Epoch 358/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0917e-05 - accuracy: 1.0000
Epoch 359/400
30/30 [==============================] - 5s 170ms/step - loss: 3.2489e-05 - accuracy: 1.0000
Epoch 360/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2850e-05 - accuracy: 1.0000
Epoch 361/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2752e-06 - accuracy: 1.0000
Epoch 362/400
30/30 [==============================] - 5s 170ms/step - loss: 1.9310e-04 - accuracy: 1.0000
Epoch 363/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7868e-06 - accuracy: 1.0000
Epoch 364/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0054 - accuracy: 0.9989
Epoch 365/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0037 - accuracy: 1.0000
Epoch 366/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1090e-04 - accuracy: 1.0000
Epoch 367/400
30/30 [==============================] - 5s 170ms/step - loss: 4.2170e-07 - accuracy: 1.0000
Epoch 368/400
30/30 [==============================] - 5s 170ms/step - loss: 9.5895e-07 - accuracy: 1.0000
Epoch 369/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2589e-07 - accuracy: 1.0000
Epoch 370/400
30/30 [==============================] - 5s 170ms/step - loss: 5.0181e-06 - accuracy: 1.0000
Epoch 371/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0081 - accuracy: 0.9989
Epoch 372/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5833e-04 - accuracy: 1.0000
Epoch 373/400
30/30 [==============================] - 5s 170ms/step - loss: 4.3271e-04 - accuracy: 1.0000
Epoch 374/400
30/30 [==============================] - 5s 169ms/step - loss: 5.7449e-06 - accuracy: 1.0000
Epoch 375/400
30/30 [==============================] - 5s 169ms/step - loss: 8.1845e-05 - accuracy: 1.0000
Epoch 376/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0023 - accuracy: 0.9989
Epoch 377/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 0.9989
Epoch 378/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0135e-04 - accuracy: 1.0000
Epoch 379/400
30/30 [==============================] - 5s 168ms/step - loss: 2.8541e-05 - accuracy: 1.0000
Epoch 380/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0061 - accuracy: 0.9989
Epoch 381/400
30/30 [==============================] - 5s 169ms/step - loss: 2.1937e-04 - accuracy: 1.0000
Epoch 382/400
30/30 [==============================] - 5s 169ms/step - loss: 5.1853e-06 - accuracy: 1.0000
Epoch 383/400
30/30 [==============================] - 5s 169ms/step - loss: 5.7827e-06 - accuracy: 1.0000
Epoch 384/400
30/30 [==============================] - 5s 169ms/step - loss: 7.5173e-06 - accuracy: 1.0000
Epoch 385/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8388e-04 - accuracy: 1.0000
Epoch 386/400
30/30 [==============================] - 5s 168ms/step - loss: 1.3333e-06 - accuracy: 1.0000
Epoch 387/400
30/30 [==============================] - 5s 169ms/step - loss: 2.2311e-05 - accuracy: 1.0000
Epoch 388/400
30/30 [==============================] - 5s 169ms/step - loss: 7.7155e-06 - accuracy: 1.0000
Epoch 389/400
30/30 [==============================] - 5s 169ms/step - loss: 6.4045e-05 - accuracy: 1.0000
Epoch 390/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3057e-06 - accuracy: 1.0000
Epoch 391/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8120e-05 - accuracy: 1.0000
Epoch 392/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5889e-05 - accuracy: 1.0000
Epoch 393/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3168e-05 - accuracy: 1.0000
Epoch 394/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3708e-05 - accuracy: 1.0000
Epoch 395/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0022e-05 - accuracy: 1.0000
Epoch 396/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6260e-05 - accuracy: 1.0000
Epoch 397/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3874e-05 - accuracy: 1.0000
Epoch 398/400
30/30 [==============================] - 5s 169ms/step - loss: 4.6056e-06 - accuracy: 1.0000
Epoch 399/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9268e-04 - accuracy: 1.0000
Epoch 400/400
30/30 [==============================] - 5s 169ms/step - loss: 7.1935e-04 - accuracy: 1.0000
Epoch 1/400
30/30 [==============================] - 5s 164ms/step - loss: 8.0904 - accuracy: 0.0106
Epoch 2/400
30/30 [==============================] - 5s 164ms/step - loss: 5.1836 - accuracy: 0.0190
Epoch 3/400
30/30 [==============================] - 5s 165ms/step - loss: 4.9017 - accuracy: 0.0698
Epoch 4/400
30/30 [==============================] - 5s 166ms/step - loss: 4.1287 - accuracy: 0.2008
Epoch 5/400
30/30 [==============================] - 5s 167ms/step - loss: 3.0089 - accuracy: 0.4027
Epoch 6/400
30/30 [==============================] - 5s 167ms/step - loss: 2.0241 - accuracy: 0.6068
Epoch 7/400
30/30 [==============================] - 5s 168ms/step - loss: 1.1937 - accuracy: 0.7505
Epoch 8/400
30/30 [==============================] - 5s 167ms/step - loss: 0.7250 - accuracy: 0.8510
Epoch 9/400
30/30 [==============================] - 5s 167ms/step - loss: 0.4031 - accuracy: 0.9091
Epoch 10/400
30/30 [==============================] - 5s 168ms/step - loss: 0.2331 - accuracy: 0.9524
Epoch 11/400
30/30 [==============================] - 5s 168ms/step - loss: 0.1442 - accuracy: 0.9736
Epoch 12/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0509 - accuracy: 0.9926
Epoch 13/400
30/30 [==============================] - 5s 167ms/step - loss: 0.0675 - accuracy: 0.9926
Epoch 14/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0394 - accuracy: 0.9905
Epoch 15/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0367 - accuracy: 0.9958
Epoch 16/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0403 - accuracy: 0.9947
Epoch 17/400
30/30 [==============================] - 5s 168ms/step - loss: 0.0169 - accuracy: 0.9947
Epoch 18/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0159 - accuracy: 0.9937
Epoch 19/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0099 - accuracy: 0.9979
Epoch 20/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0149 - accuracy: 0.9937
Epoch 21/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0056 - accuracy: 0.9979
Epoch 22/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0077 - accuracy: 0.9989
Epoch 23/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0055 - accuracy: 0.9979
Epoch 24/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0085 - accuracy: 0.9989
Epoch 25/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0292 - accuracy: 0.9947
Epoch 26/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0081 - accuracy: 0.9979
Epoch 27/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0142 - accuracy: 0.9958
Epoch 28/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 29/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0130 - accuracy: 0.9968
Epoch 30/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0025 - accuracy: 1.0000
Epoch 31/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0173 - accuracy: 0.9979
Epoch 32/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0053 - accuracy: 0.9989
Epoch 33/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0065 - accuracy: 0.9989
Epoch 34/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 35/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0050 - accuracy: 0.9989
Epoch 36/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0026 - accuracy: 1.0000
Epoch 37/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0038 - accuracy: 0.9989
Epoch 38/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0088 - accuracy: 0.9968
Epoch 39/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0027 - accuracy: 1.0000
Epoch 40/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9989
Epoch 41/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0057 - accuracy: 0.9968
Epoch 42/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0017 - accuracy: 1.0000
Epoch 43/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0159 - accuracy: 0.9979
Epoch 44/400
30/30 [==============================] - 5s 169ms/step - loss: 7.5546e-04 - accuracy: 1.0000
Epoch 45/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0138 - accuracy: 0.9979
Epoch 46/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0045 - accuracy: 0.9989
Epoch 47/400
30/30 [==============================] - 5s 169ms/step - loss: 3.8215e-04 - accuracy: 1.0000
Epoch 48/400
30/30 [==============================] - 5s 169ms/step - loss: 8.3395e-04 - accuracy: 1.0000
Epoch 49/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0207 - accuracy: 0.9989
Epoch 50/400
30/30 [==============================] - 5s 169ms/step - loss: 3.7248e-04 - accuracy: 1.0000
Epoch 51/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0061 - accuracy: 0.9989
Epoch 52/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 1.0000
Epoch 53/400
30/30 [==============================] - 5s 170ms/step - loss: 9.3013e-04 - accuracy: 1.0000
Epoch 54/400
30/30 [==============================] - 5s 169ms/step - loss: 3.5503e-04 - accuracy: 1.0000
Epoch 55/400
30/30 [==============================] - 5s 170ms/step - loss: 2.0180e-04 - accuracy: 1.0000
Epoch 56/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0050 - accuracy: 0.9989
Epoch 57/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0038 - accuracy: 0.9989
Epoch 58/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0049 - accuracy: 0.9989
Epoch 59/400
30/30 [==============================] - 5s 169ms/step - loss: 5.6991e-04 - accuracy: 1.0000
Epoch 60/400
30/30 [==============================] - 5s 169ms/step - loss: 6.7617e-04 - accuracy: 1.0000
Epoch 61/400
30/30 [==============================] - 5s 169ms/step - loss: 4.2374e-04 - accuracy: 1.0000
Epoch 62/400
30/30 [==============================] - 5s 170ms/step - loss: 8.7862e-04 - accuracy: 1.0000
Epoch 63/400
30/30 [==============================] - 5s 169ms/step - loss: 5.4070e-04 - accuracy: 1.0000
Epoch 64/400
30/30 [==============================] - 5s 169ms/step - loss: 5.9818e-04 - accuracy: 1.0000
Epoch 65/400
30/30 [==============================] - 5s 170ms/step - loss: 4.1841e-04 - accuracy: 1.0000
Epoch 66/400
30/30 [==============================] - 5s 169ms/step - loss: 6.3653e-04 - accuracy: 1.0000
Epoch 67/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5629e-04 - accuracy: 1.0000
Epoch 68/400
30/30 [==============================] - 5s 170ms/step - loss: 9.8273e-04 - accuracy: 1.0000
Epoch 69/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0014 - accuracy: 0.9989
Epoch 70/400
30/30 [==============================] - 5s 169ms/step - loss: 3.9380e-04 - accuracy: 1.0000
Epoch 71/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0043 - accuracy: 0.9989
Epoch 72/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9989
Epoch 73/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0062 - accuracy: 0.9979
Epoch 74/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0096 - accuracy: 0.9989
Epoch 75/400
30/30 [==============================] - 5s 169ms/step - loss: 3.0384e-04 - accuracy: 1.0000
Epoch 76/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0034 - accuracy: 0.9989
Epoch 77/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3539e-04 - accuracy: 1.0000
Epoch 78/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0434e-04 - accuracy: 1.0000
Epoch 79/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 80/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0039 - accuracy: 0.9989
Epoch 81/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2707e-04 - accuracy: 1.0000
Epoch 82/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5733e-04 - accuracy: 1.0000
Epoch 83/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0016 - accuracy: 0.9989
Epoch 84/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0029 - accuracy: 0.9989
Epoch 85/400
30/30 [==============================] - 5s 169ms/step - loss: 4.7959e-04 - accuracy: 1.0000
Epoch 86/400
30/30 [==============================] - 5s 170ms/step - loss: 3.5844e-04 - accuracy: 1.0000
Epoch 87/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4585e-04 - accuracy: 1.0000
Epoch 88/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3421e-04 - accuracy: 1.0000
Epoch 89/400
30/30 [==============================] - 5s 169ms/step - loss: 8.8726e-04 - accuracy: 1.0000
Epoch 90/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9989
Epoch 91/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3979e-04 - accuracy: 1.0000
Epoch 92/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0033 - accuracy: 0.9989
Epoch 93/400
30/30 [==============================] - 5s 170ms/step - loss: 2.4923e-04 - accuracy: 1.0000
Epoch 94/400
30/30 [==============================] - 5s 170ms/step - loss: 8.4662e-04 - accuracy: 1.0000
Epoch 95/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 96/400
30/30 [==============================] - 5s 169ms/step - loss: 6.1805e-05 - accuracy: 1.0000
Epoch 97/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0035 - accuracy: 0.9989
Epoch 98/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0043 - accuracy: 0.9989
Epoch 99/400
30/30 [==============================] - 5s 169ms/step - loss: 3.6435e-04 - accuracy: 1.0000
Epoch 100/400
30/30 [==============================] - 5s 169ms/step - loss: 6.8431e-05 - accuracy: 1.0000
Epoch 101/400
30/30 [==============================] - 5s 169ms/step - loss: 8.2794e-04 - accuracy: 1.0000
Epoch 102/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5594e-04 - accuracy: 1.0000
Epoch 103/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7556e-04 - accuracy: 1.0000
Epoch 104/400
30/30 [==============================] - 5s 169ms/step - loss: 7.1768e-05 - accuracy: 1.0000
Epoch 105/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5230e-04 - accuracy: 1.0000
Epoch 106/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9989
Epoch 107/400
30/30 [==============================] - 5s 170ms/step - loss: 3.4026e-05 - accuracy: 1.0000
Epoch 108/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6219e-04 - accuracy: 1.0000
Epoch 109/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2136e-04 - accuracy: 1.0000
Epoch 110/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9989
Epoch 111/400
30/30 [==============================] - 5s 170ms/step - loss: 2.6574e-05 - accuracy: 1.0000
Epoch 112/400
30/30 [==============================] - 5s 170ms/step - loss: 1.9530e-05 - accuracy: 1.0000
Epoch 113/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5786e-05 - accuracy: 1.0000
Epoch 114/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 115/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 116/400
30/30 [==============================] - 5s 169ms/step - loss: 3.7243e-05 - accuracy: 1.0000
Epoch 117/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5172e-04 - accuracy: 1.0000
Epoch 118/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 119/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6762e-05 - accuracy: 1.0000
Epoch 120/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7037e-05 - accuracy: 1.0000
Epoch 121/400
30/30 [==============================] - 5s 169ms/step - loss: 6.8435e-05 - accuracy: 1.0000
Epoch 122/400
30/30 [==============================] - 5s 169ms/step - loss: 2.2946e-05 - accuracy: 1.0000
Epoch 123/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6091e-05 - accuracy: 1.0000
Epoch 124/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2704e-04 - accuracy: 1.0000
Epoch 125/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1751e-04 - accuracy: 1.0000
Epoch 126/400
30/30 [==============================] - 5s 169ms/step - loss: 9.5556e-05 - accuracy: 1.0000
Epoch 127/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3200e-04 - accuracy: 1.0000
Epoch 128/400
30/30 [==============================] - 5s 169ms/step - loss: 5.6926e-04 - accuracy: 1.0000
Epoch 129/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0422e-05 - accuracy: 1.0000
Epoch 130/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3132e-05 - accuracy: 1.0000
Epoch 131/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0012 - accuracy: 0.9989
Epoch 132/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8155e-04 - accuracy: 1.0000
Epoch 133/400
30/30 [==============================] - 5s 170ms/step - loss: 2.2228e-05 - accuracy: 1.0000
Epoch 134/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3343e-04 - accuracy: 1.0000
Epoch 135/400
30/30 [==============================] - 5s 170ms/step - loss: 8.9938e-06 - accuracy: 1.0000
Epoch 136/400
30/30 [==============================] - 5s 170ms/step - loss: 2.9945e-05 - accuracy: 1.0000
Epoch 137/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0027 - accuracy: 0.9989
Epoch 138/400
30/30 [==============================] - 5s 170ms/step - loss: 1.5061e-04 - accuracy: 1.0000
Epoch 139/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0013 - accuracy: 0.9989
Epoch 140/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4664e-04 - accuracy: 1.0000
Epoch 141/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8301e-04 - accuracy: 1.0000
Epoch 142/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 143/400
30/30 [==============================] - 5s 170ms/step - loss: 5.8661e-05 - accuracy: 1.0000
Epoch 144/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1181e-05 - accuracy: 1.0000
Epoch 145/400
30/30 [==============================] - 5s 170ms/step - loss: 1.9561e-04 - accuracy: 1.0000
Epoch 146/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3738e-05 - accuracy: 1.0000
Epoch 147/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0138 - accuracy: 0.9989
Epoch 148/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0022 - accuracy: 0.9989
Epoch 149/400
30/30 [==============================] - 5s 169ms/step - loss: 3.8695e-05 - accuracy: 1.0000
Epoch 150/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4398e-05 - accuracy: 1.0000
Epoch 151/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3581e-04 - accuracy: 1.0000
Epoch 152/400
30/30 [==============================] - 5s 169ms/step - loss: 4.9641e-05 - accuracy: 1.0000
Epoch 153/400
30/30 [==============================] - 5s 169ms/step - loss: 6.1150e-05 - accuracy: 1.0000
Epoch 154/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0027 - accuracy: 0.9989
Epoch 155/400
30/30 [==============================] - 5s 169ms/step - loss: 6.6938e-04 - accuracy: 1.0000
Epoch 156/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4398e-05 - accuracy: 1.0000
Epoch 157/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7167e-05 - accuracy: 1.0000
Epoch 158/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0014e-04 - accuracy: 1.0000
Epoch 159/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7908e-05 - accuracy: 1.0000
Epoch 160/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8675e-05 - accuracy: 1.0000
Epoch 161/400
30/30 [==============================] - 5s 170ms/step - loss: 4.7574e-05 - accuracy: 1.0000
Epoch 162/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2115e-04 - accuracy: 1.0000
Epoch 163/400
30/30 [==============================] - 5s 169ms/step - loss: 5.6558e-05 - accuracy: 1.0000
Epoch 164/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1898e-05 - accuracy: 1.0000
Epoch 165/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8680e-05 - accuracy: 1.0000
Epoch 166/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4633e-04 - accuracy: 1.0000
Epoch 167/400
30/30 [==============================] - 5s 169ms/step - loss: 6.6609e-05 - accuracy: 1.0000
Epoch 168/400
30/30 [==============================] - 5s 170ms/step - loss: 1.7810e-04 - accuracy: 1.0000
Epoch 169/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2351e-04 - accuracy: 1.0000
Epoch 170/400
30/30 [==============================] - 5s 170ms/step - loss: 3.5889e-05 - accuracy: 1.0000
Epoch 171/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0862e-05 - accuracy: 1.0000
Epoch 172/400
30/30 [==============================] - 5s 170ms/step - loss: 7.4758e-05 - accuracy: 1.0000
Epoch 173/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0120 - accuracy: 0.9989
Epoch 174/400
30/30 [==============================] - 5s 169ms/step - loss: 9.3481e-05 - accuracy: 1.0000
Epoch 175/400
30/30 [==============================] - 5s 169ms/step - loss: 7.3018e-05 - accuracy: 1.0000
Epoch 176/400
30/30 [==============================] - 5s 169ms/step - loss: 5.4949e-04 - accuracy: 1.0000
Epoch 177/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0963e-05 - accuracy: 1.0000
Epoch 178/400
30/30 [==============================] - 5s 169ms/step - loss: 5.2418e-04 - accuracy: 1.0000
Epoch 179/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4423e-04 - accuracy: 1.0000
Epoch 180/400
30/30 [==============================] - 5s 169ms/step - loss: 8.0593e-05 - accuracy: 1.0000
Epoch 181/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3655e-05 - accuracy: 1.0000
Epoch 182/400
30/30 [==============================] - 5s 169ms/step - loss: 9.2458e-05 - accuracy: 1.0000
Epoch 183/400
30/30 [==============================] - 5s 168ms/step - loss: 1.1235e-05 - accuracy: 1.0000
Epoch 184/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2649e-04 - accuracy: 1.0000
Epoch 185/400
30/30 [==============================] - 5s 169ms/step - loss: 9.8384e-05 - accuracy: 1.0000
Epoch 186/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3744e-04 - accuracy: 1.0000
Epoch 187/400
30/30 [==============================] - 5s 169ms/step - loss: 4.1963e-06 - accuracy: 1.0000
Epoch 188/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1068e-05 - accuracy: 1.0000
Epoch 189/400
30/30 [==============================] - 5s 169ms/step - loss: 6.4366e-05 - accuracy: 1.0000
Epoch 190/400
30/30 [==============================] - 5s 169ms/step - loss: 7.2806e-06 - accuracy: 1.0000
Epoch 191/400
30/30 [==============================] - 5s 169ms/step - loss: 6.2052e-05 - accuracy: 1.0000
Epoch 192/400
30/30 [==============================] - 5s 169ms/step - loss: 5.0097e-06 - accuracy: 1.0000
Epoch 193/400
30/30 [==============================] - 5s 169ms/step - loss: 7.8905e-06 - accuracy: 1.0000
Epoch 194/400
30/30 [==============================] - 5s 169ms/step - loss: 3.2981e-06 - accuracy: 1.0000
Epoch 195/400
30/30 [==============================] - 5s 169ms/step - loss: 6.3831e-04 - accuracy: 1.0000
Epoch 196/400
30/30 [==============================] - 5s 170ms/step - loss: 6.3466e-06 - accuracy: 1.0000
Epoch 197/400
30/30 [==============================] - 5s 169ms/step - loss: 4.6933e-06 - accuracy: 1.0000
Epoch 198/400
30/30 [==============================] - 5s 169ms/step - loss: 5.8830e-06 - accuracy: 1.0000
Epoch 199/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2879e-05 - accuracy: 1.0000
Epoch 200/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9787e-04 - accuracy: 1.0000
Epoch 201/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 0.9989
Epoch 202/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7898e-05 - accuracy: 1.0000
Epoch 203/400
30/30 [==============================] - 5s 169ms/step - loss: 4.3372e-04 - accuracy: 1.0000
Epoch 204/400
30/30 [==============================] - 5s 170ms/step - loss: 1.2480e-05 - accuracy: 1.0000
Epoch 205/400
30/30 [==============================] - 5s 170ms/step - loss: 5.5449e-06 - accuracy: 1.0000
Epoch 206/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5494e-05 - accuracy: 1.0000
Epoch 207/400
30/30 [==============================] - 5s 169ms/step - loss: 7.7325e-05 - accuracy: 1.0000
Epoch 208/400
30/30 [==============================] - 5s 169ms/step - loss: 8.0490e-06 - accuracy: 1.0000
Epoch 209/400
30/30 [==============================] - 5s 169ms/step - loss: 9.1126e-06 - accuracy: 1.0000
Epoch 210/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7177e-05 - accuracy: 1.0000
Epoch 211/400
30/30 [==============================] - 5s 169ms/step - loss: 2.8687e-05 - accuracy: 1.0000
Epoch 212/400
30/30 [==============================] - 5s 169ms/step - loss: 2.1018e-05 - accuracy: 1.0000
Epoch 213/400
30/30 [==============================] - 5s 169ms/step - loss: 3.6688e-05 - accuracy: 1.0000
Epoch 214/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3265e-05 - accuracy: 1.0000
Epoch 215/400
30/30 [==============================] - 5s 169ms/step - loss: 4.1908e-06 - accuracy: 1.0000
Epoch 216/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8885e-04 - accuracy: 1.0000
Epoch 217/400
30/30 [==============================] - 5s 169ms/step - loss: 6.9485e-06 - accuracy: 1.0000
Epoch 218/400
30/30 [==============================] - 5s 168ms/step - loss: 1.3460e-05 - accuracy: 1.0000
Epoch 219/400
30/30 [==============================] - 5s 169ms/step - loss: 3.5490e-06 - accuracy: 1.0000
Epoch 220/400
30/30 [==============================] - 5s 169ms/step - loss: 9.3794e-06 - accuracy: 1.0000
Epoch 221/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7119e-05 - accuracy: 1.0000
Epoch 222/400
30/30 [==============================] - 5s 169ms/step - loss: 5.9818e-05 - accuracy: 1.0000
Epoch 223/400
30/30 [==============================] - 5s 169ms/step - loss: 6.5127e-06 - accuracy: 1.0000
Epoch 224/400
30/30 [==============================] - 5s 169ms/step - loss: 9.1687e-04 - accuracy: 0.9989
Epoch 225/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 226/400
30/30 [==============================] - 5s 169ms/step - loss: 8.2152e-05 - accuracy: 1.0000
Epoch 227/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0436e-05 - accuracy: 1.0000
Epoch 228/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5603e-05 - accuracy: 1.0000
Epoch 229/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7015e-04 - accuracy: 1.0000
Epoch 230/400
30/30 [==============================] - 5s 169ms/step - loss: 3.1467e-04 - accuracy: 1.0000
Epoch 231/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0236e-05 - accuracy: 1.0000
Epoch 232/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5072e-05 - accuracy: 1.0000
Epoch 233/400
30/30 [==============================] - 5s 169ms/step - loss: 5.9987e-06 - accuracy: 1.0000
Epoch 234/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3901e-06 - accuracy: 1.0000
Epoch 235/400
30/30 [==============================] - 5s 169ms/step - loss: 9.6235e-06 - accuracy: 1.0000
Epoch 236/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4944e-06 - accuracy: 1.0000
Epoch 237/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0617e-06 - accuracy: 1.0000
Epoch 238/400
30/30 [==============================] - 5s 169ms/step - loss: 4.6002e-06 - accuracy: 1.0000
Epoch 239/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0099 - accuracy: 0.9989
Epoch 240/400
30/30 [==============================] - 5s 169ms/step - loss: 9.4151e-04 - accuracy: 1.0000
Epoch 241/400
30/30 [==============================] - 5s 170ms/step - loss: 3.8108e-05 - accuracy: 1.0000
Epoch 242/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0036e-05 - accuracy: 1.0000
Epoch 243/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5695e-05 - accuracy: 1.0000
Epoch 244/400
30/30 [==============================] - 5s 169ms/step - loss: 1.4918e-05 - accuracy: 1.0000
Epoch 245/400
30/30 [==============================] - 5s 169ms/step - loss: 3.1410e-05 - accuracy: 1.0000
Epoch 246/400
30/30 [==============================] - 5s 169ms/step - loss: 6.5540e-06 - accuracy: 1.0000
Epoch 247/400
30/30 [==============================] - 5s 169ms/step - loss: 9.3621e-05 - accuracy: 1.0000
Epoch 248/400
30/30 [==============================] - 5s 169ms/step - loss: 5.7155e-06 - accuracy: 1.0000
Epoch 249/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3762e-05 - accuracy: 1.0000
Epoch 250/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0593e-05 - accuracy: 1.0000
Epoch 251/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6582e-05 - accuracy: 1.0000
Epoch 252/400
30/30 [==============================] - 5s 169ms/step - loss: 9.7480e-05 - accuracy: 1.0000
Epoch 253/400
30/30 [==============================] - 5s 169ms/step - loss: 8.0216e-05 - accuracy: 1.0000
Epoch 254/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0060 - accuracy: 0.9989
Epoch 255/400
30/30 [==============================] - 5s 168ms/step - loss: 4.8241e-04 - accuracy: 1.0000
Epoch 256/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1541e-04 - accuracy: 1.0000
Epoch 257/400
30/30 [==============================] - 5s 169ms/step - loss: 1.7408e-05 - accuracy: 1.0000
Epoch 258/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0019 - accuracy: 0.9989
Epoch 259/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0024 - accuracy: 0.9989
Epoch 260/400
30/30 [==============================] - 5s 170ms/step - loss: 1.6130e-04 - accuracy: 1.0000
Epoch 261/400
30/30 [==============================] - 5s 169ms/step - loss: 4.8106e-04 - accuracy: 1.0000
Epoch 262/400
30/30 [==============================] - 5s 170ms/step - loss: 3.8465e-04 - accuracy: 1.0000
Epoch 263/400
30/30 [==============================] - 5s 170ms/step - loss: 9.1390e-06 - accuracy: 1.0000
Epoch 264/400
30/30 [==============================] - 5s 170ms/step - loss: 2.8444e-05 - accuracy: 1.0000
Epoch 265/400
30/30 [==============================] - 5s 170ms/step - loss: 6.4174e-05 - accuracy: 1.0000
Epoch 266/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8571e-06 - accuracy: 1.0000
Epoch 267/400
30/30 [==============================] - 5s 170ms/step - loss: 3.1137e-06 - accuracy: 1.0000
Epoch 268/400
30/30 [==============================] - 5s 170ms/step - loss: 6.2360e-06 - accuracy: 1.0000
Epoch 269/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3491e-05 - accuracy: 1.0000
Epoch 270/400
30/30 [==============================] - 5s 170ms/step - loss: 0.0051 - accuracy: 0.9989
Epoch 271/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5444e-04 - accuracy: 1.0000
Epoch 272/400
30/30 [==============================] - 5s 170ms/step - loss: 8.7602e-04 - accuracy: 0.9989
Epoch 273/400
30/30 [==============================] - 5s 169ms/step - loss: 6.9262e-06 - accuracy: 1.0000
Epoch 274/400
30/30 [==============================] - 5s 169ms/step - loss: 4.2270e-06 - accuracy: 1.0000
Epoch 275/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3334e-05 - accuracy: 1.0000
Epoch 276/400
30/30 [==============================] - 5s 169ms/step - loss: 6.2899e-04 - accuracy: 1.0000
Epoch 277/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3090e-05 - accuracy: 1.0000
Epoch 278/400
30/30 [==============================] - 5s 169ms/step - loss: 2.5634e-05 - accuracy: 1.0000
Epoch 279/400
30/30 [==============================] - 5s 169ms/step - loss: 1.0345e-06 - accuracy: 1.0000
Epoch 280/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4817e-04 - accuracy: 1.0000
Epoch 281/400
30/30 [==============================] - 5s 169ms/step - loss: 7.6040e-05 - accuracy: 1.0000
Epoch 282/400
30/30 [==============================] - 5s 169ms/step - loss: 7.9726e-05 - accuracy: 1.0000
Epoch 283/400
30/30 [==============================] - 5s 169ms/step - loss: 1.5280e-06 - accuracy: 1.0000
Epoch 284/400
30/30 [==============================] - 5s 170ms/step - loss: 9.1336e-06 - accuracy: 1.0000
Epoch 285/400
30/30 [==============================] - 5s 170ms/step - loss: 8.4300e-06 - accuracy: 1.0000
Epoch 286/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4127e-06 - accuracy: 1.0000
Epoch 287/400
30/30 [==============================] - 5s 170ms/step - loss: 2.8655e-07 - accuracy: 1.0000
Epoch 288/400
30/30 [==============================] - 5s 170ms/step - loss: 1.4509e-06 - accuracy: 1.0000
Epoch 289/400
30/30 [==============================] - 5s 170ms/step - loss: 1.7112e-05 - accuracy: 1.0000
Epoch 290/400
30/30 [==============================] - 5s 169ms/step - loss: 4.0072e-05 - accuracy: 1.0000
Epoch 291/400
30/30 [==============================] - 5s 169ms/step - loss: 8.1035e-07 - accuracy: 1.0000
Epoch 292/400
30/30 [==============================] - 5s 169ms/step - loss: 6.2311e-06 - accuracy: 1.0000
Epoch 293/400
30/30 [==============================] - 5s 170ms/step - loss: 1.9284e-06 - accuracy: 1.0000
Epoch 294/400
30/30 [==============================] - 5s 169ms/step - loss: 3.6662e-05 - accuracy: 1.0000
Epoch 295/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5423e-06 - accuracy: 1.0000
Epoch 296/400
30/30 [==============================] - 5s 169ms/step - loss: 7.6681e-06 - accuracy: 1.0000
Epoch 297/400
30/30 [==============================] - 5s 169ms/step - loss: 3.8743e-06 - accuracy: 1.0000
Epoch 298/400
30/30 [==============================] - 5s 169ms/step - loss: 2.0553e-04 - accuracy: 1.0000
Epoch 299/400
30/30 [==============================] - 5s 169ms/step - loss: 9.7389e-04 - accuracy: 0.9989
Epoch 300/400
30/30 [==============================] - 5s 168ms/step - loss: 2.1765e-04 - accuracy: 1.0000
Epoch 301/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3962e-04 - accuracy: 1.0000
Epoch 302/400
30/30 [==============================] - 5s 169ms/step - loss: 6.3425e-05 - accuracy: 1.0000
Epoch 303/400
30/30 [==============================] - 5s 170ms/step - loss: 4.4855e-05 - accuracy: 1.0000
Epoch 304/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4441e-05 - accuracy: 1.0000
Epoch 305/400
30/30 [==============================] - 5s 169ms/step - loss: 9.1213e-05 - accuracy: 1.0000
Epoch 306/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9989
Epoch 307/400
30/30 [==============================] - 5s 170ms/step - loss: 4.7696e-05 - accuracy: 1.0000
Epoch 308/400
30/30 [==============================] - 5s 169ms/step - loss: 4.8695e-05 - accuracy: 1.0000
Epoch 309/400
30/30 [==============================] - 5s 169ms/step - loss: 4.7566e-05 - accuracy: 1.0000
Epoch 310/400
30/30 [==============================] - 5s 170ms/step - loss: 2.7791e-05 - accuracy: 1.0000
Epoch 311/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1127e-04 - accuracy: 1.0000
Epoch 312/400
30/30 [==============================] - 5s 170ms/step - loss: 6.6480e-05 - accuracy: 1.0000
Epoch 313/400
30/30 [==============================] - 5s 169ms/step - loss: 3.8437e-06 - accuracy: 1.0000
Epoch 314/400
30/30 [==============================] - 5s 170ms/step - loss: 3.2481e-05 - accuracy: 1.0000
Epoch 315/400
30/30 [==============================] - 5s 170ms/step - loss: 2.5647e-05 - accuracy: 1.0000
Epoch 316/400
30/30 [==============================] - 5s 169ms/step - loss: 6.7064e-06 - accuracy: 1.0000
Epoch 317/400
30/30 [==============================] - 5s 170ms/step - loss: 4.3381e-06 - accuracy: 1.0000
Epoch 318/400
30/30 [==============================] - 5s 169ms/step - loss: 4.6491e-05 - accuracy: 1.0000
Epoch 319/400
30/30 [==============================] - 5s 169ms/step - loss: 9.1930e-06 - accuracy: 1.0000
Epoch 320/400
30/30 [==============================] - 5s 170ms/step - loss: 5.7667e-06 - accuracy: 1.0000
Epoch 321/400
30/30 [==============================] - 5s 170ms/step - loss: 3.0864e-04 - accuracy: 1.0000
Epoch 322/400
30/30 [==============================] - 5s 170ms/step - loss: 4.2446e-06 - accuracy: 1.0000
Epoch 323/400
30/30 [==============================] - 5s 169ms/step - loss: 2.2338e-06 - accuracy: 1.0000
Epoch 324/400
30/30 [==============================] - 5s 169ms/step - loss: 7.3147e-06 - accuracy: 1.0000
Epoch 325/400
30/30 [==============================] - 5s 169ms/step - loss: 3.1528e-04 - accuracy: 1.0000
Epoch 326/400
30/30 [==============================] - 5s 169ms/step - loss: 8.5550e-05 - accuracy: 1.0000
Epoch 327/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3692e-06 - accuracy: 1.0000
Epoch 328/400
30/30 [==============================] - 5s 169ms/step - loss: 2.1512e-06 - accuracy: 1.0000
Epoch 329/400
30/30 [==============================] - 5s 170ms/step - loss: 4.5792e-06 - accuracy: 1.0000
Epoch 330/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0012 - accuracy: 0.9989
Epoch 331/400
30/30 [==============================] - 5s 170ms/step - loss: 5.6564e-06 - accuracy: 1.0000
Epoch 332/400
30/30 [==============================] - 5s 170ms/step - loss: 1.8910e-05 - accuracy: 1.0000
Epoch 333/400
30/30 [==============================] - 5s 170ms/step - loss: 9.3292e-07 - accuracy: 1.0000
Epoch 334/400
30/30 [==============================] - 5s 170ms/step - loss: 4.0157e-06 - accuracy: 1.0000
Epoch 335/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2192e-06 - accuracy: 1.0000
Epoch 336/400
30/30 [==============================] - 5s 170ms/step - loss: 1.1700e-06 - accuracy: 1.0000
Epoch 337/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0069 - accuracy: 0.9989
Epoch 338/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0029 - accuracy: 0.9989
Epoch 339/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4000e-04 - accuracy: 1.0000
Epoch 340/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7754e-04 - accuracy: 1.0000
Epoch 341/400
30/30 [==============================] - 5s 169ms/step - loss: 4.5801e-05 - accuracy: 1.0000
Epoch 342/400
30/30 [==============================] - 5s 169ms/step - loss: 6.8024e-05 - accuracy: 1.0000
Epoch 343/400
30/30 [==============================] - 5s 169ms/step - loss: 9.5230e-06 - accuracy: 1.0000
Epoch 344/400
30/30 [==============================] - 5s 169ms/step - loss: 3.9367e-05 - accuracy: 1.0000
Epoch 345/400
30/30 [==============================] - 5s 169ms/step - loss: 5.6550e-06 - accuracy: 1.0000
Epoch 346/400
30/30 [==============================] - 5s 169ms/step - loss: 3.4483e-06 - accuracy: 1.0000
Epoch 347/400
30/30 [==============================] - 5s 168ms/step - loss: 5.1148e-04 - accuracy: 1.0000
Epoch 348/400
30/30 [==============================] - 5s 169ms/step - loss: 3.5666e-05 - accuracy: 1.0000
Epoch 349/400
30/30 [==============================] - 5s 169ms/step - loss: 7.3145e-05 - accuracy: 1.0000
Epoch 350/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3651e-05 - accuracy: 1.0000
Epoch 351/400
30/30 [==============================] - 5s 169ms/step - loss: 4.0815e-05 - accuracy: 1.0000
Epoch 352/400
30/30 [==============================] - 5s 169ms/step - loss: 9.4638e-06 - accuracy: 1.0000
Epoch 353/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3971e-05 - accuracy: 1.0000
Epoch 354/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3983e-06 - accuracy: 1.0000
Epoch 355/400
30/30 [==============================] - 5s 169ms/step - loss: 5.4832e-05 - accuracy: 1.0000
Epoch 356/400
30/30 [==============================] - 5s 169ms/step - loss: 4.2063e-06 - accuracy: 1.0000
Epoch 357/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6138e-06 - accuracy: 1.0000
Epoch 358/400
30/30 [==============================] - 5s 169ms/step - loss: 1.1154e-05 - accuracy: 1.0000
Epoch 359/400
30/30 [==============================] - 5s 169ms/step - loss: 7.5559e-05 - accuracy: 1.0000
Epoch 360/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3858e-06 - accuracy: 1.0000
Epoch 361/400
30/30 [==============================] - 5s 169ms/step - loss: 1.2210e-05 - accuracy: 1.0000
Epoch 362/400
30/30 [==============================] - 5s 169ms/step - loss: 2.9270e-06 - accuracy: 1.0000
Epoch 363/400
30/30 [==============================] - 5s 169ms/step - loss: 2.2549e-06 - accuracy: 1.0000
Epoch 364/400
30/30 [==============================] - 5s 169ms/step - loss: 5.3262e-06 - accuracy: 1.0000
Epoch 365/400
30/30 [==============================] - 5s 169ms/step - loss: 6.0306e-05 - accuracy: 1.0000
Epoch 366/400
30/30 [==============================] - 5s 169ms/step - loss: 3.5140e-05 - accuracy: 1.0000
Epoch 367/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6820e-06 - accuracy: 1.0000
Epoch 368/400
30/30 [==============================] - 5s 169ms/step - loss: 3.7188e-06 - accuracy: 1.0000
Epoch 369/400
30/30 [==============================] - 5s 169ms/step - loss: 3.0689e-06 - accuracy: 1.0000
Epoch 370/400
30/30 [==============================] - 5s 169ms/step - loss: 6.5936e-06 - accuracy: 1.0000
Epoch 371/400
30/30 [==============================] - 5s 169ms/step - loss: 6.0974e-06 - accuracy: 1.0000
Epoch 372/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0011 - accuracy: 0.9989
Epoch 373/400
30/30 [==============================] - 5s 169ms/step - loss: 2.4818e-05 - accuracy: 1.0000
Epoch 374/400
30/30 [==============================] - 5s 169ms/step - loss: 1.6596e-07 - accuracy: 1.0000
Epoch 375/400
30/30 [==============================] - 5s 170ms/step - loss: 1.3534e-07 - accuracy: 1.0000
Epoch 376/400
30/30 [==============================] - 5s 169ms/step - loss: 7.0214e-04 - accuracy: 1.0000
Epoch 377/400
30/30 [==============================] - 5s 169ms/step - loss: 6.7446e-06 - accuracy: 1.0000
Epoch 378/400
30/30 [==============================] - 5s 169ms/step - loss: 7.9473e-06 - accuracy: 1.0000
Epoch 379/400
30/30 [==============================] - 5s 170ms/step - loss: 2.1778e-05 - accuracy: 1.0000
Epoch 380/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0035 - accuracy: 0.9989
Epoch 381/400
30/30 [==============================] - 5s 169ms/step - loss: 7.7767e-05 - accuracy: 1.0000
Epoch 382/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3496e-04 - accuracy: 1.0000
Epoch 383/400
30/30 [==============================] - 5s 169ms/step - loss: 0.0019 - accuracy: 0.9979
Epoch 384/400
30/30 [==============================] - 5s 169ms/step - loss: 5.1194e-05 - accuracy: 1.0000
Epoch 385/400
30/30 [==============================] - 5s 169ms/step - loss: 7.2515e-06 - accuracy: 1.0000
Epoch 386/400
30/30 [==============================] - 5s 168ms/step - loss: 3.0813e-04 - accuracy: 1.0000
Epoch 387/400
30/30 [==============================] - 5s 169ms/step - loss: 3.3136e-06 - accuracy: 1.0000
Epoch 388/400
30/30 [==============================] - 5s 169ms/step - loss: 3.0823e-04 - accuracy: 1.0000
Epoch 389/400
30/30 [==============================] - 5s 169ms/step - loss: 2.3951e-06 - accuracy: 1.0000
Epoch 390/400
30/30 [==============================] - 5s 169ms/step - loss: 6.4455e-06 - accuracy: 1.0000
Epoch 391/400
30/30 [==============================] - 5s 169ms/step - loss: 2.7318e-06 - accuracy: 1.0000
Epoch 392/400
30/30 [==============================] - 5s 169ms/step - loss: 3.8156e-07 - accuracy: 1.0000
Epoch 393/400
30/30 [==============================] - 5s 169ms/step - loss: 2.6387e-07 - accuracy: 1.0000
Epoch 394/400
30/30 [==============================] - 5s 169ms/step - loss: 7.7633e-07 - accuracy: 1.0000
Epoch 395/400
30/30 [==============================] - 5s 169ms/step - loss: 2.9549e-07 - accuracy: 1.0000
Epoch 396/400
30/30 [==============================] - 5s 169ms/step - loss: 1.3328e-06 - accuracy: 1.0000
Epoch 397/400
30/30 [==============================] - 5s 169ms/step - loss: 1.8635e-05 - accuracy: 1.0000
Epoch 398/400
30/30 [==============================] - 5s 169ms/step - loss: 1.9279e-07 - accuracy: 1.0000
Epoch 399/400
30/30 [==============================] - 5s 169ms/step - loss: 4.9365e-05 - accuracy: 1.0000
Epoch 400/400
30/30 [==============================] - 5s 169ms/step - loss: 5.0078e-06 - accuracy: 1.0000
Epoch 1/400
31/31 [==============================] - 5s 165ms/step - loss: 7.9133 - accuracy: 0.0133
Epoch 2/400
31/31 [==============================] - 5s 164ms/step - loss: 5.2004 - accuracy: 0.0102
Epoch 3/400
31/31 [==============================] - 5s 165ms/step - loss: 4.8661 - accuracy: 0.0922
Epoch 4/400
31/31 [==============================] - 5s 166ms/step - loss: 3.9847 - accuracy: 0.2346
Epoch 5/400
31/31 [==============================] - 5s 167ms/step - loss: 2.6970 - accuracy: 0.4498
Epoch 6/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5293 - accuracy: 0.6865
Epoch 7/400
31/31 [==============================] - 5s 168ms/step - loss: 0.7507 - accuracy: 0.8402
Epoch 8/400
31/31 [==============================] - 5s 168ms/step - loss: 0.3825 - accuracy: 0.9262
Epoch 9/400
31/31 [==============================] - 5s 167ms/step - loss: 0.1628 - accuracy: 0.9672
Epoch 10/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0817 - accuracy: 0.9846
Epoch 11/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0529 - accuracy: 0.9877
Epoch 12/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0460 - accuracy: 0.9898
Epoch 13/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0295 - accuracy: 0.9949
Epoch 14/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0334 - accuracy: 0.9959
Epoch 15/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0252 - accuracy: 0.9959
Epoch 16/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0127 - accuracy: 1.0000
Epoch 17/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0105 - accuracy: 0.9980
Epoch 18/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0225 - accuracy: 0.9949
Epoch 19/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0088 - accuracy: 0.9969
Epoch 20/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0095 - accuracy: 0.9980
Epoch 21/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0098 - accuracy: 0.9980
Epoch 22/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0097 - accuracy: 0.9980
Epoch 23/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0061 - accuracy: 0.9980
Epoch 24/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0082 - accuracy: 0.9980
Epoch 25/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0056 - accuracy: 0.9980
Epoch 26/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0045 - accuracy: 0.9980
Epoch 27/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0081 - accuracy: 0.9980
Epoch 28/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0022 - accuracy: 1.0000
Epoch 29/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0019 - accuracy: 1.0000
Epoch 30/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0101 - accuracy: 0.9990
Epoch 31/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 32/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 33/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0114 - accuracy: 0.9990
Epoch 34/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9452e-04 - accuracy: 1.0000
Epoch 35/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0050 - accuracy: 0.9980
Epoch 36/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0039 - accuracy: 1.0000
Epoch 37/400
31/31 [==============================] - 5s 168ms/step - loss: 7.6303e-04 - accuracy: 1.0000
Epoch 38/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 39/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0083 - accuracy: 0.9990
Epoch 40/400
31/31 [==============================] - 5s 167ms/step - loss: 3.8812e-04 - accuracy: 1.0000
Epoch 41/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 42/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0096 - accuracy: 0.9980
Epoch 43/400
31/31 [==============================] - 5s 168ms/step - loss: 7.4217e-04 - accuracy: 1.0000
Epoch 44/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0011 - accuracy: 1.0000
Epoch 45/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0889e-04 - accuracy: 1.0000
Epoch 46/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 47/400
31/31 [==============================] - 5s 168ms/step - loss: 4.6030e-04 - accuracy: 1.0000
Epoch 48/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0027 - accuracy: 0.9990
Epoch 49/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0032 - accuracy: 0.9980
Epoch 50/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 51/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 52/400
31/31 [==============================] - 5s 167ms/step - loss: 4.2513e-04 - accuracy: 1.0000
Epoch 53/400
31/31 [==============================] - 5s 168ms/step - loss: 2.7148e-04 - accuracy: 1.0000
Epoch 54/400
31/31 [==============================] - 5s 168ms/step - loss: 5.6671e-04 - accuracy: 1.0000
Epoch 55/400
31/31 [==============================] - 5s 168ms/step - loss: 4.4202e-04 - accuracy: 1.0000
Epoch 56/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5814e-04 - accuracy: 1.0000
Epoch 57/400
31/31 [==============================] - 5s 168ms/step - loss: 4.8920e-04 - accuracy: 1.0000
Epoch 58/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0013 - accuracy: 0.9990
Epoch 59/400
31/31 [==============================] - 5s 167ms/step - loss: 4.5472e-04 - accuracy: 1.0000
Epoch 60/400
31/31 [==============================] - 5s 168ms/step - loss: 2.4274e-04 - accuracy: 1.0000
Epoch 61/400
31/31 [==============================] - 5s 168ms/step - loss: 1.7579e-04 - accuracy: 1.0000
Epoch 62/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 63/400
31/31 [==============================] - 5s 167ms/step - loss: 8.2914e-04 - accuracy: 1.0000
Epoch 64/400
31/31 [==============================] - 5s 167ms/step - loss: 3.1148e-04 - accuracy: 1.0000
Epoch 65/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 66/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0022 - accuracy: 0.9990
Epoch 67/400
31/31 [==============================] - 5s 167ms/step - loss: 7.2499e-05 - accuracy: 1.0000
Epoch 68/400
31/31 [==============================] - 5s 167ms/step - loss: 1.0665e-04 - accuracy: 1.0000
Epoch 69/400
31/31 [==============================] - 5s 168ms/step - loss: 4.7220e-05 - accuracy: 1.0000
Epoch 70/400
31/31 [==============================] - 5s 168ms/step - loss: 6.0671e-05 - accuracy: 1.0000
Epoch 71/400
31/31 [==============================] - 5s 168ms/step - loss: 7.5650e-05 - accuracy: 1.0000
Epoch 72/400
31/31 [==============================] - 5s 168ms/step - loss: 9.5180e-05 - accuracy: 1.0000
Epoch 73/400
31/31 [==============================] - 5s 168ms/step - loss: 9.4970e-05 - accuracy: 1.0000
Epoch 74/400
31/31 [==============================] - 5s 168ms/step - loss: 6.7274e-04 - accuracy: 1.0000
Epoch 75/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0035 - accuracy: 0.9990
Epoch 76/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4771e-04 - accuracy: 1.0000
Epoch 77/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3734e-04 - accuracy: 1.0000
Epoch 78/400
31/31 [==============================] - 5s 167ms/step - loss: 6.7355e-04 - accuracy: 1.0000
Epoch 79/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0136 - accuracy: 0.9990
Epoch 80/400
31/31 [==============================] - 5s 168ms/step - loss: 9.5145e-04 - accuracy: 0.9990
Epoch 81/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0066 - accuracy: 0.9990
Epoch 82/400
31/31 [==============================] - 5s 167ms/step - loss: 2.4895e-04 - accuracy: 1.0000
Epoch 83/400
31/31 [==============================] - 5s 167ms/step - loss: 7.7366e-04 - accuracy: 1.0000
Epoch 84/400
31/31 [==============================] - 5s 168ms/step - loss: 2.3023e-04 - accuracy: 1.0000
Epoch 85/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0504e-04 - accuracy: 1.0000
Epoch 86/400
31/31 [==============================] - 5s 168ms/step - loss: 3.0509e-04 - accuracy: 1.0000
Epoch 87/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0916e-05 - accuracy: 1.0000
Epoch 88/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0010 - accuracy: 0.9990
Epoch 89/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 90/400
31/31 [==============================] - 5s 168ms/step - loss: 9.0523e-05 - accuracy: 1.0000
Epoch 91/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1455e-04 - accuracy: 1.0000
Epoch 92/400
31/31 [==============================] - 5s 167ms/step - loss: 4.6372e-04 - accuracy: 1.0000
Epoch 93/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5398e-05 - accuracy: 1.0000
Epoch 94/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0094e-04 - accuracy: 1.0000
Epoch 95/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9907e-05 - accuracy: 1.0000
Epoch 96/400
31/31 [==============================] - 5s 168ms/step - loss: 2.4125e-05 - accuracy: 1.0000
Epoch 97/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1203e-05 - accuracy: 1.0000
Epoch 98/400
31/31 [==============================] - 5s 168ms/step - loss: 3.3893e-05 - accuracy: 1.0000
Epoch 99/400
31/31 [==============================] - 5s 167ms/step - loss: 4.4620e-04 - accuracy: 1.0000
Epoch 100/400
31/31 [==============================] - 5s 168ms/step - loss: 2.3759e-04 - accuracy: 1.0000
Epoch 101/400
31/31 [==============================] - 5s 168ms/step - loss: 3.7688e-05 - accuracy: 1.0000
Epoch 102/400
31/31 [==============================] - 5s 168ms/step - loss: 2.7252e-04 - accuracy: 1.0000
Epoch 103/400
31/31 [==============================] - 5s 167ms/step - loss: 3.6589e-04 - accuracy: 1.0000
Epoch 104/400
31/31 [==============================] - 5s 167ms/step - loss: 3.4017e-05 - accuracy: 1.0000
Epoch 105/400
31/31 [==============================] - 5s 168ms/step - loss: 6.4469e-05 - accuracy: 1.0000
Epoch 106/400
31/31 [==============================] - 5s 167ms/step - loss: 1.6345e-05 - accuracy: 1.0000
Epoch 107/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6768e-05 - accuracy: 1.0000
Epoch 108/400
31/31 [==============================] - 5s 168ms/step - loss: 9.7739e-05 - accuracy: 1.0000
Epoch 109/400
31/31 [==============================] - 5s 168ms/step - loss: 4.8679e-04 - accuracy: 1.0000
Epoch 110/400
31/31 [==============================] - 5s 167ms/step - loss: 2.1968e-04 - accuracy: 1.0000
Epoch 111/400
31/31 [==============================] - 5s 167ms/step - loss: 9.3613e-04 - accuracy: 0.9990
Epoch 112/400
31/31 [==============================] - 5s 168ms/step - loss: 8.9557e-05 - accuracy: 1.0000
Epoch 113/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9609e-05 - accuracy: 1.0000
Epoch 114/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0019 - accuracy: 0.9990
Epoch 115/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0017 - accuracy: 0.9990
Epoch 116/400
31/31 [==============================] - 5s 168ms/step - loss: 9.1310e-05 - accuracy: 1.0000
Epoch 117/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0180e-04 - accuracy: 1.0000
Epoch 118/400
31/31 [==============================] - 5s 168ms/step - loss: 3.3136e-05 - accuracy: 1.0000
Epoch 119/400
31/31 [==============================] - 5s 168ms/step - loss: 3.8652e-05 - accuracy: 1.0000
Epoch 120/400
31/31 [==============================] - 5s 167ms/step - loss: 4.8289e-05 - accuracy: 1.0000
Epoch 121/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5143e-05 - accuracy: 1.0000
Epoch 122/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3975e-05 - accuracy: 1.0000
Epoch 123/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0046 - accuracy: 0.9990
Epoch 124/400
31/31 [==============================] - 5s 167ms/step - loss: 6.8231e-05 - accuracy: 1.0000
Epoch 125/400
31/31 [==============================] - 5s 168ms/step - loss: 2.8011e-05 - accuracy: 1.0000
Epoch 126/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0285e-05 - accuracy: 1.0000
Epoch 127/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2397e-04 - accuracy: 1.0000
Epoch 128/400
31/31 [==============================] - 5s 168ms/step - loss: 3.0290e-04 - accuracy: 1.0000
Epoch 129/400
31/31 [==============================] - 5s 168ms/step - loss: 8.0246e-05 - accuracy: 1.0000
Epoch 130/400
31/31 [==============================] - 5s 169ms/step - loss: 8.7792e-05 - accuracy: 1.0000
Epoch 131/400
31/31 [==============================] - 5s 168ms/step - loss: 3.4970e-05 - accuracy: 1.0000
Epoch 132/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0331e-05 - accuracy: 1.0000
Epoch 133/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9839e-05 - accuracy: 1.0000
Epoch 134/400
31/31 [==============================] - 5s 168ms/step - loss: 2.9613e-05 - accuracy: 1.0000
Epoch 135/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0323e-05 - accuracy: 1.0000
Epoch 136/400
31/31 [==============================] - 5s 168ms/step - loss: 4.7727e-05 - accuracy: 1.0000
Epoch 137/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0047 - accuracy: 0.9990
Epoch 138/400
31/31 [==============================] - 5s 168ms/step - loss: 5.1323e-04 - accuracy: 1.0000
Epoch 139/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9192e-05 - accuracy: 1.0000
Epoch 140/400
31/31 [==============================] - 5s 168ms/step - loss: 3.4931e-04 - accuracy: 1.0000
Epoch 141/400
31/31 [==============================] - 5s 167ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 142/400
31/31 [==============================] - 5s 168ms/step - loss: 7.5302e-04 - accuracy: 1.0000
Epoch 143/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5020e-05 - accuracy: 1.0000
Epoch 144/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6645e-05 - accuracy: 1.0000
Epoch 145/400
31/31 [==============================] - 5s 168ms/step - loss: 7.1398e-05 - accuracy: 1.0000
Epoch 146/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0010 - accuracy: 1.0000
Epoch 147/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 148/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2007e-04 - accuracy: 1.0000
Epoch 149/400
31/31 [==============================] - 5s 168ms/step - loss: 3.0462e-05 - accuracy: 1.0000
Epoch 150/400
31/31 [==============================] - 5s 168ms/step - loss: 2.8842e-04 - accuracy: 1.0000
Epoch 151/400
31/31 [==============================] - 5s 168ms/step - loss: 6.1134e-05 - accuracy: 1.0000
Epoch 152/400
31/31 [==============================] - 5s 168ms/step - loss: 5.0001e-05 - accuracy: 1.0000
Epoch 153/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2064e-04 - accuracy: 1.0000
Epoch 154/400
31/31 [==============================] - 5s 168ms/step - loss: 2.1201e-05 - accuracy: 1.0000
Epoch 155/400
31/31 [==============================] - 5s 167ms/step - loss: 6.6678e-05 - accuracy: 1.0000
Epoch 156/400
31/31 [==============================] - 5s 168ms/step - loss: 2.1075e-05 - accuracy: 1.0000
Epoch 157/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0860e-05 - accuracy: 1.0000
Epoch 158/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6456e-05 - accuracy: 1.0000
Epoch 159/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0040 - accuracy: 0.9990
Epoch 160/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0772e-04 - accuracy: 1.0000
Epoch 161/400
31/31 [==============================] - 5s 168ms/step - loss: 5.9671e-04 - accuracy: 1.0000
Epoch 162/400
31/31 [==============================] - 5s 169ms/step - loss: 2.6166e-05 - accuracy: 1.0000
Epoch 163/400
31/31 [==============================] - 5s 168ms/step - loss: 8.0896e-04 - accuracy: 1.0000
Epoch 164/400
31/31 [==============================] - 5s 168ms/step - loss: 3.0088e-05 - accuracy: 1.0000
Epoch 165/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5198e-04 - accuracy: 1.0000
Epoch 166/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0175e-05 - accuracy: 1.0000
Epoch 167/400
31/31 [==============================] - 5s 169ms/step - loss: 1.7553e-05 - accuracy: 1.0000
Epoch 168/400
31/31 [==============================] - 5s 168ms/step - loss: 5.1184e-05 - accuracy: 1.0000
Epoch 169/400
31/31 [==============================] - 5s 168ms/step - loss: 8.6215e-05 - accuracy: 1.0000
Epoch 170/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0037 - accuracy: 0.9990
Epoch 171/400
31/31 [==============================] - 5s 168ms/step - loss: 3.6751e-04 - accuracy: 1.0000
Epoch 172/400
31/31 [==============================] - 5s 168ms/step - loss: 9.5601e-04 - accuracy: 1.0000
Epoch 173/400
31/31 [==============================] - 5s 168ms/step - loss: 2.3148e-05 - accuracy: 1.0000
Epoch 174/400
31/31 [==============================] - 5s 168ms/step - loss: 7.2209e-05 - accuracy: 1.0000
Epoch 175/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0829e-05 - accuracy: 1.0000
Epoch 176/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2901e-04 - accuracy: 1.0000
Epoch 177/400
31/31 [==============================] - 5s 168ms/step - loss: 5.0158e-05 - accuracy: 1.0000
Epoch 178/400
31/31 [==============================] - 5s 168ms/step - loss: 1.7026e-05 - accuracy: 1.0000
Epoch 179/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5310e-05 - accuracy: 1.0000
Epoch 180/400
31/31 [==============================] - 5s 168ms/step - loss: 5.6093e-06 - accuracy: 1.0000
Epoch 181/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5943e-05 - accuracy: 1.0000
Epoch 182/400
31/31 [==============================] - 5s 168ms/step - loss: 1.9643e-05 - accuracy: 1.0000
Epoch 183/400
31/31 [==============================] - 5s 169ms/step - loss: 3.8174e-06 - accuracy: 1.0000
Epoch 184/400
31/31 [==============================] - 5s 168ms/step - loss: 9.9806e-05 - accuracy: 1.0000
Epoch 185/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0085e-05 - accuracy: 1.0000
Epoch 186/400
31/31 [==============================] - 5s 168ms/step - loss: 9.0205e-05 - accuracy: 1.0000
Epoch 187/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4851e-05 - accuracy: 1.0000
Epoch 188/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0605e-06 - accuracy: 1.0000
Epoch 189/400
31/31 [==============================] - 5s 168ms/step - loss: 8.7943e-06 - accuracy: 1.0000
Epoch 190/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0892e-05 - accuracy: 1.0000
Epoch 191/400
31/31 [==============================] - 5s 168ms/step - loss: 5.0073e-04 - accuracy: 1.0000
Epoch 192/400
31/31 [==============================] - 5s 168ms/step - loss: 1.9905e-05 - accuracy: 1.0000
Epoch 193/400
31/31 [==============================] - 5s 168ms/step - loss: 5.1408e-05 - accuracy: 1.0000
Epoch 194/400
31/31 [==============================] - 5s 168ms/step - loss: 8.1169e-05 - accuracy: 1.0000
Epoch 195/400
31/31 [==============================] - 5s 169ms/step - loss: 1.9652e-05 - accuracy: 1.0000
Epoch 196/400
31/31 [==============================] - 5s 168ms/step - loss: 1.9286e-05 - accuracy: 1.0000
Epoch 197/400
31/31 [==============================] - 5s 168ms/step - loss: 2.5575e-05 - accuracy: 1.0000
Epoch 198/400
31/31 [==============================] - 5s 168ms/step - loss: 3.3870e-06 - accuracy: 1.0000
Epoch 199/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3778e-05 - accuracy: 1.0000
Epoch 200/400
31/31 [==============================] - 5s 169ms/step - loss: 2.7663e-06 - accuracy: 1.0000
Epoch 201/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0813e-05 - accuracy: 1.0000
Epoch 202/400
31/31 [==============================] - 5s 169ms/step - loss: 1.1446e-05 - accuracy: 1.0000
Epoch 203/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6831e-06 - accuracy: 1.0000
Epoch 204/400
31/31 [==============================] - 5s 168ms/step - loss: 5.6838e-04 - accuracy: 1.0000
Epoch 205/400
31/31 [==============================] - 5s 168ms/step - loss: 7.4124e-06 - accuracy: 1.0000
Epoch 206/400
31/31 [==============================] - 5s 168ms/step - loss: 9.6501e-05 - accuracy: 1.0000
Epoch 207/400
31/31 [==============================] - 5s 168ms/step - loss: 7.9839e-06 - accuracy: 1.0000
Epoch 208/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1993e-06 - accuracy: 1.0000
Epoch 209/400
31/31 [==============================] - 5s 168ms/step - loss: 5.3126e-06 - accuracy: 1.0000
Epoch 210/400
31/31 [==============================] - 5s 168ms/step - loss: 2.7136e-05 - accuracy: 1.0000
Epoch 211/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5483e-05 - accuracy: 1.0000
Epoch 212/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 213/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6540e-05 - accuracy: 1.0000
Epoch 214/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 215/400
31/31 [==============================] - 5s 168ms/step - loss: 3.3557e-04 - accuracy: 1.0000
Epoch 216/400
31/31 [==============================] - 5s 168ms/step - loss: 5.8339e-05 - accuracy: 1.0000
Epoch 217/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0915e-05 - accuracy: 1.0000
Epoch 218/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5812e-04 - accuracy: 1.0000
Epoch 219/400
31/31 [==============================] - 5s 167ms/step - loss: 3.7559e-06 - accuracy: 1.0000
Epoch 220/400
31/31 [==============================] - 5s 168ms/step - loss: 5.3613e-06 - accuracy: 1.0000
Epoch 221/400
31/31 [==============================] - 5s 168ms/step - loss: 4.1915e-06 - accuracy: 1.0000
Epoch 222/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4272e-05 - accuracy: 1.0000
Epoch 223/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6588e-05 - accuracy: 1.0000
Epoch 224/400
31/31 [==============================] - 5s 168ms/step - loss: 2.9000e-06 - accuracy: 1.0000
Epoch 225/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2864e-06 - accuracy: 1.0000
Epoch 226/400
31/31 [==============================] - 5s 168ms/step - loss: 3.4219e-05 - accuracy: 1.0000
Epoch 227/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1717e-06 - accuracy: 1.0000
Epoch 228/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0530e-05 - accuracy: 1.0000
Epoch 229/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1756e-06 - accuracy: 1.0000
Epoch 230/400
31/31 [==============================] - 5s 168ms/step - loss: 3.2642e-06 - accuracy: 1.0000
Epoch 231/400
31/31 [==============================] - 5s 168ms/step - loss: 6.4216e-06 - accuracy: 1.0000
Epoch 232/400
31/31 [==============================] - 5s 168ms/step - loss: 9.0841e-06 - accuracy: 1.0000
Epoch 233/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0128e-05 - accuracy: 1.0000
Epoch 234/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5270e-06 - accuracy: 1.0000
Epoch 235/400
31/31 [==============================] - 5s 168ms/step - loss: 6.8435e-05 - accuracy: 1.0000
Epoch 236/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6026e-05 - accuracy: 1.0000
Epoch 237/400
31/31 [==============================] - 5s 168ms/step - loss: 8.7444e-06 - accuracy: 1.0000
Epoch 238/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2219e-05 - accuracy: 1.0000
Epoch 239/400
31/31 [==============================] - 5s 169ms/step - loss: 5.8011e-04 - accuracy: 1.0000
Epoch 240/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0016 - accuracy: 0.9990
Epoch 241/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6655e-06 - accuracy: 1.0000
Epoch 242/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0018 - accuracy: 0.9990
Epoch 243/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0263e-05 - accuracy: 1.0000
Epoch 244/400
31/31 [==============================] - 5s 169ms/step - loss: 1.3297e-05 - accuracy: 1.0000
Epoch 245/400
31/31 [==============================] - 5s 169ms/step - loss: 4.8065e-04 - accuracy: 1.0000
Epoch 246/400
31/31 [==============================] - 5s 169ms/step - loss: 3.3234e-05 - accuracy: 1.0000
Epoch 247/400
31/31 [==============================] - 5s 168ms/step - loss: 4.7477e-05 - accuracy: 1.0000
Epoch 248/400
31/31 [==============================] - 5s 169ms/step - loss: 5.5175e-05 - accuracy: 1.0000
Epoch 249/400
31/31 [==============================] - 5s 169ms/step - loss: 6.4462e-04 - accuracy: 1.0000
Epoch 250/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0030 - accuracy: 0.9990
Epoch 251/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6564e-05 - accuracy: 1.0000
Epoch 252/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4122e-04 - accuracy: 1.0000
Epoch 253/400
31/31 [==============================] - 5s 169ms/step - loss: 3.9048e-04 - accuracy: 1.0000
Epoch 254/400
31/31 [==============================] - 5s 169ms/step - loss: 6.2199e-05 - accuracy: 1.0000
Epoch 255/400
31/31 [==============================] - 5s 168ms/step - loss: 3.5412e-04 - accuracy: 1.0000
Epoch 256/400
31/31 [==============================] - 5s 169ms/step - loss: 4.0393e-06 - accuracy: 1.0000
Epoch 257/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0743e-06 - accuracy: 1.0000
Epoch 258/400
31/31 [==============================] - 5s 169ms/step - loss: 2.2869e-06 - accuracy: 1.0000
Epoch 259/400
31/31 [==============================] - 5s 169ms/step - loss: 4.3890e-06 - accuracy: 1.0000
Epoch 260/400
31/31 [==============================] - 5s 169ms/step - loss: 3.1670e-06 - accuracy: 1.0000
Epoch 261/400
31/31 [==============================] - 5s 168ms/step - loss: 7.4088e-06 - accuracy: 1.0000
Epoch 262/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0377e-05 - accuracy: 1.0000
Epoch 263/400
31/31 [==============================] - 5s 168ms/step - loss: 4.1133e-06 - accuracy: 1.0000
Epoch 264/400
31/31 [==============================] - 5s 169ms/step - loss: 4.5372e-06 - accuracy: 1.0000
Epoch 265/400
31/31 [==============================] - 5s 169ms/step - loss: 6.5523e-04 - accuracy: 1.0000
Epoch 266/400
31/31 [==============================] - 5s 169ms/step - loss: 3.0988e-05 - accuracy: 1.0000
Epoch 267/400
31/31 [==============================] - 5s 169ms/step - loss: 9.6627e-06 - accuracy: 1.0000
Epoch 268/400
31/31 [==============================] - 5s 168ms/step - loss: 1.1612e-05 - accuracy: 1.0000
Epoch 269/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2186e-05 - accuracy: 1.0000
Epoch 270/400
31/31 [==============================] - 5s 168ms/step - loss: 7.2966e-06 - accuracy: 1.0000
Epoch 271/400
31/31 [==============================] - 5s 168ms/step - loss: 2.7432e-05 - accuracy: 1.0000
Epoch 272/400
31/31 [==============================] - 5s 169ms/step - loss: 1.9040e-05 - accuracy: 1.0000
Epoch 273/400
31/31 [==============================] - 5s 168ms/step - loss: 8.1094e-07 - accuracy: 1.0000
Epoch 274/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5299e-05 - accuracy: 1.0000
Epoch 275/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0012 - accuracy: 0.9990
Epoch 276/400
31/31 [==============================] - 5s 168ms/step - loss: 1.9715e-05 - accuracy: 1.0000
Epoch 277/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0843e-06 - accuracy: 1.0000
Epoch 278/400
31/31 [==============================] - 5s 168ms/step - loss: 5.8521e-05 - accuracy: 1.0000
Epoch 279/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2419e-05 - accuracy: 1.0000
Epoch 280/400
31/31 [==============================] - 5s 168ms/step - loss: 3.3641e-06 - accuracy: 1.0000
Epoch 281/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 282/400
31/31 [==============================] - 5s 168ms/step - loss: 1.9442e-05 - accuracy: 1.0000
Epoch 283/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2568e-04 - accuracy: 1.0000
Epoch 284/400
31/31 [==============================] - 5s 168ms/step - loss: 5.0292e-05 - accuracy: 1.0000
Epoch 285/400
31/31 [==============================] - 5s 169ms/step - loss: 1.5453e-04 - accuracy: 1.0000
Epoch 286/400
31/31 [==============================] - 5s 168ms/step - loss: 9.9591e-06 - accuracy: 1.0000
Epoch 287/400
31/31 [==============================] - 5s 168ms/step - loss: 4.9405e-07 - accuracy: 1.0000
Epoch 288/400
31/31 [==============================] - 5s 169ms/step - loss: 4.8821e-05 - accuracy: 1.0000
Epoch 289/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3201e-06 - accuracy: 1.0000
Epoch 290/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6810e-06 - accuracy: 1.0000
Epoch 291/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0334e-05 - accuracy: 1.0000
Epoch 292/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6104e-05 - accuracy: 1.0000
Epoch 293/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0638e-06 - accuracy: 1.0000
Epoch 294/400
31/31 [==============================] - 5s 168ms/step - loss: 9.6685e-06 - accuracy: 1.0000
Epoch 295/400
31/31 [==============================] - 5s 168ms/step - loss: 5.3504e-06 - accuracy: 1.0000
Epoch 296/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2485e-06 - accuracy: 1.0000
Epoch 297/400
31/31 [==============================] - 5s 168ms/step - loss: 2.5299e-04 - accuracy: 1.0000
Epoch 298/400
31/31 [==============================] - 5s 168ms/step - loss: 2.8243e-06 - accuracy: 1.0000
Epoch 299/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6254e-05 - accuracy: 1.0000
Epoch 300/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6691e-05 - accuracy: 1.0000
Epoch 301/400
31/31 [==============================] - 5s 168ms/step - loss: 7.7212e-06 - accuracy: 1.0000
Epoch 302/400
31/31 [==============================] - 5s 168ms/step - loss: 6.7757e-06 - accuracy: 1.0000
Epoch 303/400
31/31 [==============================] - 5s 168ms/step - loss: 9.4739e-06 - accuracy: 1.0000
Epoch 304/400
31/31 [==============================] - 5s 168ms/step - loss: 1.8913e-06 - accuracy: 1.0000
Epoch 305/400
31/31 [==============================] - 5s 168ms/step - loss: 3.4694e-06 - accuracy: 1.0000
Epoch 306/400
31/31 [==============================] - 5s 168ms/step - loss: 4.3737e-06 - accuracy: 1.0000
Epoch 307/400
31/31 [==============================] - 5s 168ms/step - loss: 5.3975e-06 - accuracy: 1.0000
Epoch 308/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0701e-04 - accuracy: 1.0000
Epoch 309/400
31/31 [==============================] - 5s 168ms/step - loss: 4.8166e-05 - accuracy: 1.0000
Epoch 310/400
31/31 [==============================] - 5s 168ms/step - loss: 7.1399e-06 - accuracy: 1.0000
Epoch 311/400
31/31 [==============================] - 5s 168ms/step - loss: 3.1477e-05 - accuracy: 1.0000
Epoch 312/400
31/31 [==============================] - 5s 168ms/step - loss: 2.7914e-06 - accuracy: 1.0000
Epoch 313/400
31/31 [==============================] - 5s 168ms/step - loss: 2.8928e-05 - accuracy: 1.0000
Epoch 314/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6010e-06 - accuracy: 1.0000
Epoch 315/400
31/31 [==============================] - 5s 168ms/step - loss: 2.4402e-04 - accuracy: 1.0000
Epoch 316/400
31/31 [==============================] - 5s 168ms/step - loss: 2.2718e-06 - accuracy: 1.0000
Epoch 317/400
31/31 [==============================] - 5s 167ms/step - loss: 9.2957e-04 - accuracy: 0.9990
Epoch 318/400
31/31 [==============================] - 5s 168ms/step - loss: 4.2331e-05 - accuracy: 1.0000
Epoch 319/400
31/31 [==============================] - 5s 167ms/step - loss: 6.5928e-04 - accuracy: 1.0000
Epoch 320/400
31/31 [==============================] - 5s 168ms/step - loss: 5.9985e-05 - accuracy: 1.0000
Epoch 321/400
31/31 [==============================] - 5s 168ms/step - loss: 1.7838e-05 - accuracy: 1.0000
Epoch 322/400
31/31 [==============================] - 5s 167ms/step - loss: 1.4267e-04 - accuracy: 1.0000
Epoch 323/400
31/31 [==============================] - 5s 168ms/step - loss: 5.0742e-05 - accuracy: 1.0000
Epoch 324/400
31/31 [==============================] - 5s 168ms/step - loss: 3.9835e-04 - accuracy: 1.0000
Epoch 325/400
31/31 [==============================] - 5s 168ms/step - loss: 2.1125e-04 - accuracy: 1.0000
Epoch 326/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0969e-06 - accuracy: 1.0000
Epoch 327/400
31/31 [==============================] - 5s 168ms/step - loss: 2.4461e-05 - accuracy: 1.0000
Epoch 328/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5943e-06 - accuracy: 1.0000
Epoch 329/400
31/31 [==============================] - 5s 168ms/step - loss: 5.6288e-05 - accuracy: 1.0000
Epoch 330/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3138e-05 - accuracy: 1.0000
Epoch 331/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0021 - accuracy: 0.9990
Epoch 332/400
31/31 [==============================] - 5s 168ms/step - loss: 5.2234e-05 - accuracy: 1.0000
Epoch 333/400
31/31 [==============================] - 5s 168ms/step - loss: 4.9107e-06 - accuracy: 1.0000
Epoch 334/400
31/31 [==============================] - 5s 168ms/step - loss: 7.6226e-06 - accuracy: 1.0000
Epoch 335/400
31/31 [==============================] - 5s 168ms/step - loss: 3.4726e-06 - accuracy: 1.0000
Epoch 336/400
31/31 [==============================] - 5s 168ms/step - loss: 4.8509e-05 - accuracy: 1.0000
Epoch 337/400
31/31 [==============================] - 5s 168ms/step - loss: 2.0137e-05 - accuracy: 1.0000
Epoch 338/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0014 - accuracy: 0.9990
Epoch 339/400
31/31 [==============================] - 5s 168ms/step - loss: 2.5960e-05 - accuracy: 1.0000
Epoch 340/400
31/31 [==============================] - 5s 168ms/step - loss: 1.5445e-05 - accuracy: 1.0000
Epoch 341/400
31/31 [==============================] - 5s 168ms/step - loss: 1.7898e-05 - accuracy: 1.0000
Epoch 342/400
31/31 [==============================] - 5s 168ms/step - loss: 2.4337e-06 - accuracy: 1.0000
Epoch 343/400
31/31 [==============================] - 5s 168ms/step - loss: 2.3828e-06 - accuracy: 1.0000
Epoch 344/400
31/31 [==============================] - 5s 168ms/step - loss: 4.0484e-04 - accuracy: 1.0000
Epoch 345/400
31/31 [==============================] - 5s 168ms/step - loss: 6.7557e-04 - accuracy: 1.0000
Epoch 346/400
31/31 [==============================] - 5s 169ms/step - loss: 5.7762e-05 - accuracy: 1.0000
Epoch 347/400
31/31 [==============================] - 5s 168ms/step - loss: 8.1806e-07 - accuracy: 1.0000
Epoch 348/400
31/31 [==============================] - 5s 169ms/step - loss: 9.4391e-06 - accuracy: 1.0000
Epoch 349/400
31/31 [==============================] - 5s 169ms/step - loss: 4.1247e-06 - accuracy: 1.0000
Epoch 350/400
31/31 [==============================] - 5s 168ms/step - loss: 1.3802e-07 - accuracy: 1.0000
Epoch 351/400
31/31 [==============================] - 5s 169ms/step - loss: 9.6787e-07 - accuracy: 1.0000
Epoch 352/400
31/31 [==============================] - 5s 168ms/step - loss: 8.2632e-04 - accuracy: 1.0000
Epoch 353/400
31/31 [==============================] - 5s 168ms/step - loss: 6.3890e-05 - accuracy: 1.0000
Epoch 354/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0061 - accuracy: 0.9990
Epoch 355/400
31/31 [==============================] - 5s 168ms/step - loss: 2.9006e-04 - accuracy: 1.0000
Epoch 356/400
31/31 [==============================] - 5s 168ms/step - loss: 4.6867e-05 - accuracy: 1.0000
Epoch 357/400
31/31 [==============================] - 5s 168ms/step - loss: 0.0011 - accuracy: 0.9990
Epoch 358/400
31/31 [==============================] - 5s 169ms/step - loss: 1.2704e-05 - accuracy: 1.0000
Epoch 359/400
31/31 [==============================] - 5s 168ms/step - loss: 4.2985e-06 - accuracy: 1.0000
Epoch 360/400
31/31 [==============================] - 5s 168ms/step - loss: 1.2380e-05 - accuracy: 1.0000
Epoch 361/400
31/31 [==============================] - 5s 168ms/step - loss: 1.8951e-06 - accuracy: 1.0000
Epoch 362/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4411e-05 - accuracy: 1.0000
Epoch 363/400
31/31 [==============================] - 5s 169ms/step - loss: 0.0032 - accuracy: 0.9990
Epoch 364/400
31/31 [==============================] - 5s 169ms/step - loss: 1.2875e-05 - accuracy: 1.0000
Epoch 365/400
31/31 [==============================] - 5s 168ms/step - loss: 2.6789e-05 - accuracy: 1.0000
Epoch 366/400
31/31 [==============================] - 5s 168ms/step - loss: 3.2198e-06 - accuracy: 1.0000
Epoch 367/400
31/31 [==============================] - 5s 169ms/step - loss: 4.7074e-06 - accuracy: 1.0000
Epoch 368/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0974e-05 - accuracy: 1.0000
Epoch 369/400
31/31 [==============================] - 5s 169ms/step - loss: 1.6684e-06 - accuracy: 1.0000
Epoch 370/400
31/31 [==============================] - 5s 168ms/step - loss: 6.7877e-05 - accuracy: 1.0000
Epoch 371/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4342e-05 - accuracy: 1.0000
Epoch 372/400
31/31 [==============================] - 5s 169ms/step - loss: 3.5959e-06 - accuracy: 1.0000
Epoch 373/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4214e-05 - accuracy: 1.0000
Epoch 374/400
31/31 [==============================] - 5s 168ms/step - loss: 1.7081e-06 - accuracy: 1.0000
Epoch 375/400
31/31 [==============================] - 5s 168ms/step - loss: 2.9663e-05 - accuracy: 1.0000
Epoch 376/400
31/31 [==============================] - 5s 169ms/step - loss: 2.6252e-06 - accuracy: 1.0000
Epoch 377/400
31/31 [==============================] - 5s 168ms/step - loss: 3.8071e-07 - accuracy: 1.0000
Epoch 378/400
31/31 [==============================] - 5s 168ms/step - loss: 1.4325e-04 - accuracy: 1.0000
Epoch 379/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4917e-06 - accuracy: 1.0000
Epoch 380/400
31/31 [==============================] - 5s 168ms/step - loss: 7.4364e-06 - accuracy: 1.0000
Epoch 381/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0356e-05 - accuracy: 1.0000
Epoch 382/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0212e-06 - accuracy: 1.0000
Epoch 383/400
31/31 [==============================] - 5s 169ms/step - loss: 4.3040e-07 - accuracy: 1.0000
Epoch 384/400
31/31 [==============================] - 5s 169ms/step - loss: 1.0422e-05 - accuracy: 1.0000
Epoch 385/400
31/31 [==============================] - 5s 168ms/step - loss: 1.8284e-06 - accuracy: 1.0000
Epoch 386/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6722e-05 - accuracy: 1.0000
Epoch 387/400
31/31 [==============================] - 5s 168ms/step - loss: 1.0077e-05 - accuracy: 1.0000
Epoch 388/400
31/31 [==============================] - 5s 168ms/step - loss: 7.4365e-07 - accuracy: 1.0000
Epoch 389/400
31/31 [==============================] - 5s 168ms/step - loss: 4.2612e-07 - accuracy: 1.0000
Epoch 390/400
31/31 [==============================] - 5s 168ms/step - loss: 3.9345e-06 - accuracy: 1.0000
Epoch 391/400
31/31 [==============================] - 5s 168ms/step - loss: 4.3774e-07 - accuracy: 1.0000
Epoch 392/400
31/31 [==============================] - 5s 168ms/step - loss: 1.6654e-06 - accuracy: 1.0000
Epoch 393/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4815e-05 - accuracy: 1.0000
Epoch 394/400
31/31 [==============================] - 5s 168ms/step - loss: 3.2147e-06 - accuracy: 1.0000
Epoch 395/400
31/31 [==============================] - 5s 169ms/step - loss: 1.9623e-06 - accuracy: 1.0000
Epoch 396/400
31/31 [==============================] - 5s 168ms/step - loss: 8.2508e-06 - accuracy: 1.0000
Epoch 397/400
31/31 [==============================] - 5s 169ms/step - loss: 1.5460e-05 - accuracy: 1.0000
Epoch 398/400
31/31 [==============================] - 5s 168ms/step - loss: 2.1922e-06 - accuracy: 1.0000
Epoch 399/400
31/31 [==============================] - 5s 169ms/step - loss: 1.4730e-07 - accuracy: 1.0000
Epoch 400/400
31/31 [==============================] - 5s 168ms/step - loss: 5.8186e-07 - accuracy: 1.0000
Epoch 1/400
4/4 [==============================] - 1s 164ms/step - loss: 18.2126 - accuracy: 0.0323
Epoch 2/400
4/4 [==============================] - 1s 166ms/step - loss: 6.4478 - accuracy: 0.1935
Epoch 3/400
4/4 [==============================] - 1s 162ms/step - loss: 3.2827 - accuracy: 0.3790
Epoch 4/400
4/4 [==============================] - 1s 163ms/step - loss: 2.1058 - accuracy: 0.5968
Epoch 5/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1044 - accuracy: 0.8710
Epoch 6/400
4/4 [==============================] - 1s 161ms/step - loss: 0.6376 - accuracy: 0.9677
Epoch 7/400
4/4 [==============================] - 1s 162ms/step - loss: 0.3417 - accuracy: 0.9597
Epoch 8/400
4/4 [==============================] - 1s 162ms/step - loss: 0.1610 - accuracy: 1.0000
Epoch 9/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0685 - accuracy: 1.0000
Epoch 10/400
4/4 [==============================] - 1s 163ms/step - loss: 0.0384 - accuracy: 1.0000
Epoch 11/400
4/4 [==============================] - 1s 163ms/step - loss: 0.0343 - accuracy: 1.0000
Epoch 12/400
4/4 [==============================] - 1s 163ms/step - loss: 0.0243 - accuracy: 1.0000
Epoch 13/400
4/4 [==============================] - 1s 161ms/step - loss: 0.0239 - accuracy: 1.0000
Epoch 14/400
4/4 [==============================] - 1s 161ms/step - loss: 0.0234 - accuracy: 1.0000
Epoch 15/400
4/4 [==============================] - 1s 161ms/step - loss: 0.0176 - accuracy: 1.0000
Epoch 16/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0113 - accuracy: 1.0000
Epoch 17/400
4/4 [==============================] - 1s 164ms/step - loss: 0.0099 - accuracy: 1.0000
Epoch 18/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0073 - accuracy: 1.0000
Epoch 19/400
4/4 [==============================] - 1s 164ms/step - loss: 0.0050 - accuracy: 1.0000
Epoch 20/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0107 - accuracy: 1.0000
Epoch 21/400
4/4 [==============================] - 1s 163ms/step - loss: 0.0043 - accuracy: 1.0000
Epoch 22/400
4/4 [==============================] - 1s 163ms/step - loss: 8.7373e-04 - accuracy: 1.0000
Epoch 23/400
4/4 [==============================] - 1s 160ms/step - loss: 1.2625e-04 - accuracy: 1.0000
Epoch 24/400
4/4 [==============================] - 1s 162ms/step - loss: 9.8753e-04 - accuracy: 1.0000
Epoch 25/400
4/4 [==============================] - 1s 161ms/step - loss: 8.0032e-05 - accuracy: 1.0000
Epoch 26/400
4/4 [==============================] - 1s 163ms/step - loss: 2.7346e-04 - accuracy: 1.0000
Epoch 27/400
4/4 [==============================] - 1s 165ms/step - loss: 3.6428e-04 - accuracy: 1.0000
Epoch 28/400
4/4 [==============================] - 1s 164ms/step - loss: 2.8276e-04 - accuracy: 1.0000
Epoch 29/400
4/4 [==============================] - 1s 163ms/step - loss: 3.9290e-04 - accuracy: 1.0000
Epoch 30/400
4/4 [==============================] - 1s 161ms/step - loss: 1.4529e-04 - accuracy: 1.0000
Epoch 31/400
4/4 [==============================] - 1s 161ms/step - loss: 9.4182e-05 - accuracy: 1.0000
Epoch 32/400
4/4 [==============================] - 1s 161ms/step - loss: 7.6982e-05 - accuracy: 1.0000
Epoch 33/400
4/4 [==============================] - 1s 160ms/step - loss: 4.0785e-04 - accuracy: 1.0000
Epoch 34/400
4/4 [==============================] - 1s 163ms/step - loss: 5.2508e-04 - accuracy: 1.0000
Epoch 35/400
4/4 [==============================] - 1s 161ms/step - loss: 6.7619e-04 - accuracy: 1.0000
Epoch 36/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0020 - accuracy: 1.0000
Epoch 37/400
4/4 [==============================] - 1s 162ms/step - loss: 8.6472e-04 - accuracy: 1.0000
Epoch 38/400
4/4 [==============================] - 1s 163ms/step - loss: 1.4411e-04 - accuracy: 1.0000
Epoch 39/400
4/4 [==============================] - 1s 163ms/step - loss: 3.6127e-05 - accuracy: 1.0000
Epoch 40/400
4/4 [==============================] - 1s 161ms/step - loss: 6.1096e-04 - accuracy: 1.0000
Epoch 41/400
4/4 [==============================] - 1s 163ms/step - loss: 1.3826e-05 - accuracy: 1.0000
Epoch 42/400
4/4 [==============================] - 1s 163ms/step - loss: 4.6529e-05 - accuracy: 1.0000
Epoch 43/400
4/4 [==============================] - 1s 162ms/step - loss: 4.2024e-04 - accuracy: 1.0000
Epoch 44/400
4/4 [==============================] - 1s 162ms/step - loss: 1.9818e-04 - accuracy: 1.0000
Epoch 45/400
4/4 [==============================] - 1s 163ms/step - loss: 7.6504e-04 - accuracy: 1.0000
Epoch 46/400
4/4 [==============================] - 1s 163ms/step - loss: 2.1078e-05 - accuracy: 1.0000
Epoch 47/400
4/4 [==============================] - 1s 164ms/step - loss: 1.4940e-04 - accuracy: 1.0000
Epoch 48/400
4/4 [==============================] - 1s 162ms/step - loss: 1.9397e-04 - accuracy: 1.0000
Epoch 49/400
4/4 [==============================] - 1s 163ms/step - loss: 6.4375e-05 - accuracy: 1.0000
Epoch 50/400
4/4 [==============================] - 1s 163ms/step - loss: 1.8257e-05 - accuracy: 1.0000
Epoch 51/400
4/4 [==============================] - 1s 162ms/step - loss: 3.0336e-05 - accuracy: 1.0000
Epoch 52/400
4/4 [==============================] - 1s 164ms/step - loss: 2.5511e-04 - accuracy: 1.0000
Epoch 53/400
4/4 [==============================] - 1s 162ms/step - loss: 4.0840e-05 - accuracy: 1.0000
Epoch 54/400
4/4 [==============================] - 1s 162ms/step - loss: 8.9410e-05 - accuracy: 1.0000
Epoch 55/400
4/4 [==============================] - 1s 161ms/step - loss: 6.8747e-05 - accuracy: 1.0000
Epoch 56/400
4/4 [==============================] - 1s 162ms/step - loss: 7.2873e-05 - accuracy: 1.0000
Epoch 57/400
4/4 [==============================] - 1s 162ms/step - loss: 6.1206e-05 - accuracy: 1.0000
Epoch 58/400
4/4 [==============================] - 1s 161ms/step - loss: 4.6051e-05 - accuracy: 1.0000
Epoch 59/400
4/4 [==============================] - 1s 161ms/step - loss: 6.8666e-06 - accuracy: 1.0000
Epoch 60/400
4/4 [==============================] - 1s 164ms/step - loss: 3.5477e-05 - accuracy: 1.0000
Epoch 61/400
4/4 [==============================] - 1s 161ms/step - loss: 5.9259e-05 - accuracy: 1.0000
Epoch 62/400
4/4 [==============================] - 1s 162ms/step - loss: 3.5319e-05 - accuracy: 1.0000
Epoch 63/400
4/4 [==============================] - 1s 164ms/step - loss: 4.5936e-05 - accuracy: 1.0000
Epoch 64/400
4/4 [==============================] - 1s 162ms/step - loss: 1.9666e-05 - accuracy: 1.0000
Epoch 65/400
4/4 [==============================] - 1s 164ms/step - loss: 1.0247e-04 - accuracy: 1.0000
Epoch 66/400
4/4 [==============================] - 1s 165ms/step - loss: 7.7969e-06 - accuracy: 1.0000
Epoch 67/400
4/4 [==============================] - 1s 162ms/step - loss: 5.4468e-05 - accuracy: 1.0000
Epoch 68/400
4/4 [==============================] - 1s 163ms/step - loss: 9.8100e-05 - accuracy: 1.0000
Epoch 69/400
4/4 [==============================] - 1s 162ms/step - loss: 4.1080e-05 - accuracy: 1.0000
Epoch 70/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4661e-05 - accuracy: 1.0000
Epoch 71/400
4/4 [==============================] - 1s 162ms/step - loss: 6.4215e-05 - accuracy: 1.0000
Epoch 72/400
4/4 [==============================] - 1s 161ms/step - loss: 2.0761e-05 - accuracy: 1.0000
Epoch 73/400
4/4 [==============================] - 1s 161ms/step - loss: 2.2905e-05 - accuracy: 1.0000
Epoch 74/400
4/4 [==============================] - 1s 162ms/step - loss: 2.7249e-05 - accuracy: 1.0000
Epoch 75/400
4/4 [==============================] - 1s 163ms/step - loss: 2.2023e-04 - accuracy: 1.0000
Epoch 76/400
4/4 [==============================] - 1s 162ms/step - loss: 6.2499e-05 - accuracy: 1.0000
Epoch 77/400
4/4 [==============================] - 1s 164ms/step - loss: 1.1821e-05 - accuracy: 1.0000
Epoch 78/400
4/4 [==============================] - 1s 162ms/step - loss: 6.4619e-05 - accuracy: 1.0000
Epoch 79/400
4/4 [==============================] - 1s 164ms/step - loss: 5.3652e-05 - accuracy: 1.0000
Epoch 80/400
4/4 [==============================] - 1s 163ms/step - loss: 3.3182e-05 - accuracy: 1.0000
Epoch 81/400
4/4 [==============================] - 1s 163ms/step - loss: 1.7635e-05 - accuracy: 1.0000
Epoch 82/400
4/4 [==============================] - 1s 164ms/step - loss: 8.1079e-06 - accuracy: 1.0000
Epoch 83/400
4/4 [==============================] - 1s 163ms/step - loss: 3.7642e-05 - accuracy: 1.0000
Epoch 84/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1373e-04 - accuracy: 1.0000
Epoch 85/400
4/4 [==============================] - 1s 162ms/step - loss: 3.0349e-05 - accuracy: 1.0000
Epoch 86/400
4/4 [==============================] - 1s 162ms/step - loss: 2.5909e-05 - accuracy: 1.0000
Epoch 87/400
4/4 [==============================] - 1s 163ms/step - loss: 2.5768e-05 - accuracy: 1.0000
Epoch 88/400
4/4 [==============================] - 1s 162ms/step - loss: 2.0365e-05 - accuracy: 1.0000
Epoch 89/400
4/4 [==============================] - 1s 161ms/step - loss: 1.6622e-05 - accuracy: 1.0000
Epoch 90/400
4/4 [==============================] - 1s 162ms/step - loss: 2.0534e-06 - accuracy: 1.0000
Epoch 91/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4370e-05 - accuracy: 1.0000
Epoch 92/400
4/4 [==============================] - 1s 161ms/step - loss: 4.3787e-05 - accuracy: 1.0000
Epoch 93/400
4/4 [==============================] - 1s 162ms/step - loss: 8.8175e-06 - accuracy: 1.0000
Epoch 94/400
4/4 [==============================] - 1s 163ms/step - loss: 2.4075e-05 - accuracy: 1.0000
Epoch 95/400
4/4 [==============================] - 1s 161ms/step - loss: 2.9957e-05 - accuracy: 1.0000
Epoch 96/400
4/4 [==============================] - 1s 162ms/step - loss: 1.5797e-04 - accuracy: 1.0000
Epoch 97/400
4/4 [==============================] - 1s 163ms/step - loss: 3.5802e-05 - accuracy: 1.0000
Epoch 98/400
4/4 [==============================] - 1s 162ms/step - loss: 7.8306e-05 - accuracy: 1.0000
Epoch 99/400
4/4 [==============================] - 1s 163ms/step - loss: 2.0537e-05 - accuracy: 1.0000
Epoch 100/400
4/4 [==============================] - 1s 162ms/step - loss: 3.8739e-06 - accuracy: 1.0000
Epoch 101/400
4/4 [==============================] - 1s 165ms/step - loss: 9.0297e-05 - accuracy: 1.0000
Epoch 102/400
4/4 [==============================] - 1s 161ms/step - loss: 4.6711e-05 - accuracy: 1.0000
Epoch 103/400
4/4 [==============================] - 1s 160ms/step - loss: 2.1688e-04 - accuracy: 1.0000
Epoch 104/400
4/4 [==============================] - 1s 163ms/step - loss: 2.3445e-05 - accuracy: 1.0000
Epoch 105/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3555e-05 - accuracy: 1.0000
Epoch 106/400
4/4 [==============================] - 1s 161ms/step - loss: 2.8014e-06 - accuracy: 1.0000
Epoch 107/400
4/4 [==============================] - 1s 161ms/step - loss: 7.6557e-06 - accuracy: 1.0000
Epoch 108/400
4/4 [==============================] - 1s 162ms/step - loss: 8.4390e-05 - accuracy: 1.0000
Epoch 109/400
4/4 [==============================] - 1s 161ms/step - loss: 6.1559e-05 - accuracy: 1.0000
Epoch 110/400
4/4 [==============================] - 1s 162ms/step - loss: 3.2556e-04 - accuracy: 1.0000
Epoch 111/400
4/4 [==============================] - 1s 161ms/step - loss: 9.1600e-05 - accuracy: 1.0000
Epoch 112/400
4/4 [==============================] - 1s 162ms/step - loss: 4.2837e-04 - accuracy: 1.0000
Epoch 113/400
4/4 [==============================] - 1s 163ms/step - loss: 9.3066e-05 - accuracy: 1.0000
Epoch 114/400
4/4 [==============================] - 1s 161ms/step - loss: 1.5103e-05 - accuracy: 1.0000
Epoch 115/400
4/4 [==============================] - 1s 162ms/step - loss: 5.7069e-06 - accuracy: 1.0000
Epoch 116/400
4/4 [==============================] - 1s 162ms/step - loss: 2.0917e-05 - accuracy: 1.0000
Epoch 117/400
4/4 [==============================] - 1s 162ms/step - loss: 6.0646e-06 - accuracy: 1.0000
Epoch 118/400
4/4 [==============================] - 1s 162ms/step - loss: 1.6006e-06 - accuracy: 1.0000
Epoch 119/400
4/4 [==============================] - 1s 163ms/step - loss: 6.1415e-05 - accuracy: 1.0000
Epoch 120/400
4/4 [==============================] - 1s 161ms/step - loss: 1.7042e-05 - accuracy: 1.0000
Epoch 121/400
4/4 [==============================] - 1s 163ms/step - loss: 8.0277e-05 - accuracy: 1.0000
Epoch 122/400
4/4 [==============================] - 1s 163ms/step - loss: 2.1694e-05 - accuracy: 1.0000
Epoch 123/400
4/4 [==============================] - 1s 163ms/step - loss: 4.0026e-05 - accuracy: 1.0000
Epoch 124/400
4/4 [==============================] - 1s 162ms/step - loss: 9.4336e-06 - accuracy: 1.0000
Epoch 125/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0305e-05 - accuracy: 1.0000
Epoch 126/400
4/4 [==============================] - 1s 163ms/step - loss: 3.0548e-06 - accuracy: 1.0000
Epoch 127/400
4/4 [==============================] - 1s 163ms/step - loss: 7.0774e-05 - accuracy: 1.0000
Epoch 128/400
4/4 [==============================] - 1s 163ms/step - loss: 2.3799e-05 - accuracy: 1.0000
Epoch 129/400
4/4 [==============================] - 1s 163ms/step - loss: 2.7565e-04 - accuracy: 1.0000
Epoch 130/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0751e-05 - accuracy: 1.0000
Epoch 131/400
4/4 [==============================] - 1s 162ms/step - loss: 3.5773e-05 - accuracy: 1.0000
Epoch 132/400
4/4 [==============================] - 1s 162ms/step - loss: 5.0957e-06 - accuracy: 1.0000
Epoch 133/400
4/4 [==============================] - 1s 161ms/step - loss: 8.6088e-06 - accuracy: 1.0000
Epoch 134/400
4/4 [==============================] - 1s 163ms/step - loss: 1.6083e-06 - accuracy: 1.0000
Epoch 135/400
4/4 [==============================] - 1s 161ms/step - loss: 4.2060e-05 - accuracy: 1.0000
Epoch 136/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0359e-04 - accuracy: 1.0000
Epoch 137/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0265e-05 - accuracy: 1.0000
Epoch 138/400
4/4 [==============================] - 1s 165ms/step - loss: 1.0434e-05 - accuracy: 1.0000
Epoch 139/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1613e-05 - accuracy: 1.0000
Epoch 140/400
4/4 [==============================] - 1s 163ms/step - loss: 4.6115e-05 - accuracy: 1.0000
Epoch 141/400
4/4 [==============================] - 1s 163ms/step - loss: 2.6850e-06 - accuracy: 1.0000
Epoch 142/400
4/4 [==============================] - 1s 162ms/step - loss: 2.8695e-06 - accuracy: 1.0000
Epoch 143/400
4/4 [==============================] - 1s 162ms/step - loss: 1.8362e-06 - accuracy: 1.0000
Epoch 144/400
4/4 [==============================] - 1s 161ms/step - loss: 2.4302e-06 - accuracy: 1.0000
Epoch 145/400
4/4 [==============================] - 1s 161ms/step - loss: 1.5041e-05 - accuracy: 1.0000
Epoch 146/400
4/4 [==============================] - 1s 163ms/step - loss: 5.6735e-06 - accuracy: 1.0000
Epoch 147/400
4/4 [==============================] - 1s 163ms/step - loss: 3.8896e-06 - accuracy: 1.0000
Epoch 148/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0669e-05 - accuracy: 1.0000
Epoch 149/400
4/4 [==============================] - 1s 164ms/step - loss: 2.3729e-04 - accuracy: 1.0000
Epoch 150/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3228e-06 - accuracy: 1.0000
Epoch 151/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0142e-06 - accuracy: 1.0000
Epoch 152/400
4/4 [==============================] - 1s 163ms/step - loss: 1.7505e-05 - accuracy: 1.0000
Epoch 153/400
4/4 [==============================] - 1s 162ms/step - loss: 4.9362e-05 - accuracy: 1.0000
Epoch 154/400
4/4 [==============================] - 1s 161ms/step - loss: 4.1240e-05 - accuracy: 1.0000
Epoch 155/400
4/4 [==============================] - 1s 163ms/step - loss: 3.7159e-05 - accuracy: 1.0000
Epoch 156/400
4/4 [==============================] - 1s 163ms/step - loss: 7.3149e-06 - accuracy: 1.0000
Epoch 157/400
4/4 [==============================] - 1s 163ms/step - loss: 6.0163e-06 - accuracy: 1.0000
Epoch 158/400
4/4 [==============================] - 1s 162ms/step - loss: 5.9220e-06 - accuracy: 1.0000
Epoch 159/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3934e-05 - accuracy: 1.0000
Epoch 160/400
4/4 [==============================] - 1s 163ms/step - loss: 1.4150e-05 - accuracy: 1.0000
Epoch 161/400
4/4 [==============================] - 1s 163ms/step - loss: 1.8265e-06 - accuracy: 1.0000
Epoch 162/400
4/4 [==============================] - 1s 161ms/step - loss: 6.8203e-06 - accuracy: 1.0000
Epoch 163/400
4/4 [==============================] - 1s 162ms/step - loss: 1.2556e-05 - accuracy: 1.0000
Epoch 164/400
4/4 [==============================] - 1s 162ms/step - loss: 3.5039e-06 - accuracy: 1.0000
Epoch 165/400
4/4 [==============================] - 1s 162ms/step - loss: 2.9119e-05 - accuracy: 1.0000
Epoch 166/400
4/4 [==============================] - 1s 163ms/step - loss: 2.2619e-06 - accuracy: 1.0000
Epoch 167/400
4/4 [==============================] - 1s 162ms/step - loss: 1.1481e-05 - accuracy: 1.0000
Epoch 168/400
4/4 [==============================] - 1s 162ms/step - loss: 1.1158e-05 - accuracy: 1.0000
Epoch 169/400
4/4 [==============================] - 1s 161ms/step - loss: 2.2610e-06 - accuracy: 1.0000
Epoch 170/400
4/4 [==============================] - 1s 162ms/step - loss: 7.8015e-06 - accuracy: 1.0000
Epoch 171/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0552e-05 - accuracy: 1.0000
Epoch 172/400
4/4 [==============================] - 1s 162ms/step - loss: 4.2081e-05 - accuracy: 1.0000
Epoch 173/400
4/4 [==============================] - 1s 162ms/step - loss: 6.6802e-06 - accuracy: 1.0000
Epoch 174/400
4/4 [==============================] - 1s 164ms/step - loss: 3.0074e-04 - accuracy: 1.0000
Epoch 175/400
4/4 [==============================] - 1s 162ms/step - loss: 6.9183e-06 - accuracy: 1.0000
Epoch 176/400
4/4 [==============================] - 1s 164ms/step - loss: 4.6440e-05 - accuracy: 1.0000
Epoch 177/400
4/4 [==============================] - 1s 161ms/step - loss: 1.5024e-05 - accuracy: 1.0000
Epoch 178/400
4/4 [==============================] - 1s 163ms/step - loss: 2.2771e-05 - accuracy: 1.0000
Epoch 179/400
4/4 [==============================] - 1s 162ms/step - loss: 4.4305e-06 - accuracy: 1.0000
Epoch 180/400
4/4 [==============================] - 1s 163ms/step - loss: 5.2187e-06 - accuracy: 1.0000
Epoch 181/400
4/4 [==============================] - 1s 164ms/step - loss: 2.9470e-05 - accuracy: 1.0000
Epoch 182/400
4/4 [==============================] - 1s 164ms/step - loss: 2.4942e-05 - accuracy: 1.0000
Epoch 183/400
4/4 [==============================] - 1s 163ms/step - loss: 1.5490e-05 - accuracy: 1.0000
Epoch 184/400
4/4 [==============================] - 1s 161ms/step - loss: 4.1267e-06 - accuracy: 1.0000
Epoch 185/400
4/4 [==============================] - 1s 163ms/step - loss: 4.9414e-07 - accuracy: 1.0000
Epoch 186/400
4/4 [==============================] - 1s 162ms/step - loss: 1.2305e-05 - accuracy: 1.0000
Epoch 187/400
4/4 [==============================] - 1s 162ms/step - loss: 7.2221e-06 - accuracy: 1.0000
Epoch 188/400
4/4 [==============================] - 1s 164ms/step - loss: 1.8829e-04 - accuracy: 1.0000
Epoch 189/400
4/4 [==============================] - 1s 162ms/step - loss: 2.9628e-06 - accuracy: 1.0000
Epoch 190/400
4/4 [==============================] - 1s 163ms/step - loss: 9.7808e-06 - accuracy: 1.0000
Epoch 191/400
4/4 [==============================] - 1s 162ms/step - loss: 1.2179e-05 - accuracy: 1.0000
Epoch 192/400
4/4 [==============================] - 1s 165ms/step - loss: 5.8162e-07 - accuracy: 1.0000
Epoch 193/400
4/4 [==============================] - 1s 162ms/step - loss: 5.0140e-06 - accuracy: 1.0000
Epoch 194/400
4/4 [==============================] - 1s 162ms/step - loss: 6.6486e-05 - accuracy: 1.0000
Epoch 195/400
4/4 [==============================] - 1s 163ms/step - loss: 1.7669e-06 - accuracy: 1.0000
Epoch 196/400
4/4 [==============================] - 1s 161ms/step - loss: 9.9130e-06 - accuracy: 1.0000
Epoch 197/400
4/4 [==============================] - 1s 162ms/step - loss: 2.8050e-06 - accuracy: 1.0000
Epoch 198/400
4/4 [==============================] - 1s 162ms/step - loss: 5.0727e-06 - accuracy: 1.0000
Epoch 199/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0853e-06 - accuracy: 1.0000
Epoch 200/400
4/4 [==============================] - 1s 161ms/step - loss: 3.1421e-05 - accuracy: 1.0000
Epoch 201/400
4/4 [==============================] - 1s 161ms/step - loss: 3.2712e-06 - accuracy: 1.0000
Epoch 202/400
4/4 [==============================] - 1s 164ms/step - loss: 3.2492e-06 - accuracy: 1.0000
Epoch 203/400
4/4 [==============================] - 1s 163ms/step - loss: 3.5953e-06 - accuracy: 1.0000
Epoch 204/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1720e-05 - accuracy: 1.0000
Epoch 205/400
4/4 [==============================] - 1s 164ms/step - loss: 1.1853e-06 - accuracy: 1.0000
Epoch 206/400
4/4 [==============================] - 1s 162ms/step - loss: 2.4588e-06 - accuracy: 1.0000
Epoch 207/400
4/4 [==============================] - 1s 162ms/step - loss: 3.3383e-06 - accuracy: 1.0000
Epoch 208/400
4/4 [==============================] - 1s 162ms/step - loss: 9.5654e-07 - accuracy: 1.0000
Epoch 209/400
4/4 [==============================] - 1s 163ms/step - loss: 4.9372e-05 - accuracy: 1.0000
Epoch 210/400
4/4 [==============================] - 1s 163ms/step - loss: 1.6363e-05 - accuracy: 1.0000
Epoch 211/400
4/4 [==============================] - 1s 163ms/step - loss: 2.3914e-05 - accuracy: 1.0000
Epoch 212/400
4/4 [==============================] - 1s 164ms/step - loss: 2.9695e-06 - accuracy: 1.0000
Epoch 213/400
4/4 [==============================] - 1s 162ms/step - loss: 6.3694e-06 - accuracy: 1.0000
Epoch 214/400
4/4 [==============================] - 1s 163ms/step - loss: 4.9503e-06 - accuracy: 1.0000
Epoch 215/400
4/4 [==============================] - 1s 164ms/step - loss: 7.4602e-06 - accuracy: 1.0000
Epoch 216/400
4/4 [==============================] - 1s 161ms/step - loss: 1.4939e-06 - accuracy: 1.0000
Epoch 217/400
4/4 [==============================] - 1s 162ms/step - loss: 2.1872e-05 - accuracy: 1.0000
Epoch 218/400
4/4 [==============================] - 1s 162ms/step - loss: 2.1514e-05 - accuracy: 1.0000
Epoch 219/400
4/4 [==============================] - 1s 163ms/step - loss: 2.2225e-06 - accuracy: 1.0000
Epoch 220/400
4/4 [==============================] - 1s 162ms/step - loss: 2.1283e-06 - accuracy: 1.0000
Epoch 221/400
4/4 [==============================] - 1s 163ms/step - loss: 1.9464e-05 - accuracy: 1.0000
Epoch 222/400
4/4 [==============================] - 1s 161ms/step - loss: 3.0190e-05 - accuracy: 1.0000
Epoch 223/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1200e-06 - accuracy: 1.0000
Epoch 224/400
4/4 [==============================] - 1s 161ms/step - loss: 8.3642e-06 - accuracy: 1.0000
Epoch 225/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0690e-06 - accuracy: 1.0000
Epoch 226/400
4/4 [==============================] - 1s 163ms/step - loss: 3.6019e-06 - accuracy: 1.0000
Epoch 227/400
4/4 [==============================] - 1s 163ms/step - loss: 2.4359e-06 - accuracy: 1.0000
Epoch 228/400
4/4 [==============================] - 1s 163ms/step - loss: 4.3051e-06 - accuracy: 1.0000
Epoch 229/400
4/4 [==============================] - 1s 164ms/step - loss: 4.0114e-06 - accuracy: 1.0000
Epoch 230/400
4/4 [==============================] - 1s 161ms/step - loss: 2.4148e-06 - accuracy: 1.0000
Epoch 231/400
4/4 [==============================] - 1s 164ms/step - loss: 9.3797e-06 - accuracy: 1.0000
Epoch 232/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3939e-06 - accuracy: 1.0000
Epoch 233/400
4/4 [==============================] - 1s 164ms/step - loss: 7.4088e-06 - accuracy: 1.0000
Epoch 234/400
4/4 [==============================] - 1s 162ms/step - loss: 5.7952e-06 - accuracy: 1.0000
Epoch 235/400
4/4 [==============================] - 1s 163ms/step - loss: 2.9165e-06 - accuracy: 1.0000
Epoch 236/400
4/4 [==============================] - 1s 163ms/step - loss: 3.5305e-06 - accuracy: 1.0000
Epoch 237/400
4/4 [==============================] - 1s 161ms/step - loss: 6.2869e-06 - accuracy: 1.0000
Epoch 238/400
4/4 [==============================] - 1s 161ms/step - loss: 1.6602e-06 - accuracy: 1.0000
Epoch 239/400
4/4 [==============================] - 1s 162ms/step - loss: 3.4595e-06 - accuracy: 1.0000
Epoch 240/400
4/4 [==============================] - 1s 164ms/step - loss: 3.6554e-06 - accuracy: 1.0000
Epoch 241/400
4/4 [==============================] - 1s 162ms/step - loss: 5.1366e-06 - accuracy: 1.0000
Epoch 242/400
4/4 [==============================] - 1s 161ms/step - loss: 3.3222e-06 - accuracy: 1.0000
Epoch 243/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1162e-05 - accuracy: 1.0000
Epoch 244/400
4/4 [==============================] - 1s 162ms/step - loss: 5.3965e-05 - accuracy: 1.0000
Epoch 245/400
4/4 [==============================] - 1s 162ms/step - loss: 1.1127e-05 - accuracy: 1.0000
Epoch 246/400
4/4 [==============================] - 1s 162ms/step - loss: 9.1562e-06 - accuracy: 1.0000
Epoch 247/400
4/4 [==============================] - 1s 161ms/step - loss: 1.1961e-05 - accuracy: 1.0000
Epoch 248/400
4/4 [==============================] - 1s 161ms/step - loss: 2.9261e-06 - accuracy: 1.0000
Epoch 249/400
4/4 [==============================] - 1s 162ms/step - loss: 9.0791e-06 - accuracy: 1.0000
Epoch 250/400
4/4 [==============================] - 1s 164ms/step - loss: 6.2800e-06 - accuracy: 1.0000
Epoch 251/400
4/4 [==============================] - 1s 162ms/step - loss: 7.3354e-06 - accuracy: 1.0000
Epoch 252/400
4/4 [==============================] - 1s 162ms/step - loss: 1.9688e-06 - accuracy: 1.0000
Epoch 253/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3427e-05 - accuracy: 1.0000
Epoch 254/400
4/4 [==============================] - 1s 161ms/step - loss: 1.4744e-05 - accuracy: 1.0000
Epoch 255/400
4/4 [==============================] - 1s 164ms/step - loss: 7.1468e-06 - accuracy: 1.0000
Epoch 256/400
4/4 [==============================] - 1s 162ms/step - loss: 8.9406e-06 - accuracy: 1.0000
Epoch 257/400
4/4 [==============================] - 1s 164ms/step - loss: 7.5690e-06 - accuracy: 1.0000
Epoch 258/400
4/4 [==============================] - 1s 163ms/step - loss: 3.4818e-06 - accuracy: 1.0000
Epoch 259/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1959e-06 - accuracy: 1.0000
Epoch 260/400
4/4 [==============================] - 1s 162ms/step - loss: 5.9646e-06 - accuracy: 1.0000
Epoch 261/400
4/4 [==============================] - 1s 163ms/step - loss: 7.9359e-06 - accuracy: 1.0000
Epoch 262/400
4/4 [==============================] - 1s 162ms/step - loss: 1.6401e-06 - accuracy: 1.0000
Epoch 263/400
4/4 [==============================] - 1s 163ms/step - loss: 3.7202e-06 - accuracy: 1.0000
Epoch 264/400
4/4 [==============================] - 1s 164ms/step - loss: 4.3004e-06 - accuracy: 1.0000
Epoch 265/400
4/4 [==============================] - 1s 162ms/step - loss: 2.4714e-06 - accuracy: 1.0000
Epoch 266/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3190e-06 - accuracy: 1.0000
Epoch 267/400
4/4 [==============================] - 1s 163ms/step - loss: 7.0370e-07 - accuracy: 1.0000
Epoch 268/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4343e-06 - accuracy: 1.0000
Epoch 269/400
4/4 [==============================] - 1s 162ms/step - loss: 2.4561e-05 - accuracy: 1.0000
Epoch 270/400
4/4 [==============================] - 1s 164ms/step - loss: 6.8681e-06 - accuracy: 1.0000
Epoch 271/400
4/4 [==============================] - 1s 163ms/step - loss: 3.9191e-06 - accuracy: 1.0000
Epoch 272/400
4/4 [==============================] - 1s 161ms/step - loss: 4.2194e-06 - accuracy: 1.0000
Epoch 273/400
4/4 [==============================] - 1s 162ms/step - loss: 4.7817e-06 - accuracy: 1.0000
Epoch 274/400
4/4 [==============================] - 1s 161ms/step - loss: 1.3728e-06 - accuracy: 1.0000
Epoch 275/400
4/4 [==============================] - 1s 163ms/step - loss: 1.4555e-06 - accuracy: 1.0000
Epoch 276/400
4/4 [==============================] - 1s 163ms/step - loss: 7.5846e-06 - accuracy: 1.0000
Epoch 277/400
4/4 [==============================] - 1s 163ms/step - loss: 1.2488e-06 - accuracy: 1.0000
Epoch 278/400
4/4 [==============================] - 1s 164ms/step - loss: 1.0623e-06 - accuracy: 1.0000
Epoch 279/400
4/4 [==============================] - 1s 162ms/step - loss: 2.6550e-05 - accuracy: 1.0000
Epoch 280/400
4/4 [==============================] - 1s 163ms/step - loss: 2.5561e-06 - accuracy: 1.0000
Epoch 281/400
4/4 [==============================] - 1s 162ms/step - loss: 1.5596e-05 - accuracy: 1.0000
Epoch 282/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0452e-05 - accuracy: 1.0000
Epoch 283/400
4/4 [==============================] - 1s 163ms/step - loss: 2.4974e-05 - accuracy: 1.0000
Epoch 284/400
4/4 [==============================] - 1s 162ms/step - loss: 5.3677e-05 - accuracy: 1.0000
Epoch 285/400
4/4 [==============================] - 1s 163ms/step - loss: 1.4124e-05 - accuracy: 1.0000
Epoch 286/400
4/4 [==============================] - 1s 163ms/step - loss: 7.1438e-06 - accuracy: 1.0000
Epoch 287/400
4/4 [==============================] - 1s 163ms/step - loss: 5.9278e-06 - accuracy: 1.0000
Epoch 288/400
4/4 [==============================] - 1s 161ms/step - loss: 1.7111e-05 - accuracy: 1.0000
Epoch 289/400
4/4 [==============================] - 1s 162ms/step - loss: 2.3187e-06 - accuracy: 1.0000
Epoch 290/400
4/4 [==============================] - 1s 163ms/step - loss: 1.6178e-06 - accuracy: 1.0000
Epoch 291/400
4/4 [==============================] - 1s 162ms/step - loss: 3.7576e-06 - accuracy: 1.0000
Epoch 292/400
4/4 [==============================] - 1s 161ms/step - loss: 1.2659e-05 - accuracy: 1.0000
Epoch 293/400
4/4 [==============================] - 1s 163ms/step - loss: 1.7602e-06 - accuracy: 1.0000
Epoch 294/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4324e-06 - accuracy: 1.0000
Epoch 295/400
4/4 [==============================] - 1s 162ms/step - loss: 2.4666e-05 - accuracy: 1.0000
Epoch 296/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0325e-06 - accuracy: 1.0000
Epoch 297/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0998e-06 - accuracy: 1.0000
Epoch 298/400
4/4 [==============================] - 1s 161ms/step - loss: 1.1757e-06 - accuracy: 1.0000
Epoch 299/400
4/4 [==============================] - 1s 164ms/step - loss: 2.0986e-06 - accuracy: 1.0000
Epoch 300/400
4/4 [==============================] - 1s 163ms/step - loss: 2.8750e-06 - accuracy: 1.0000
Epoch 301/400
4/4 [==============================] - 1s 161ms/step - loss: 1.4609e-05 - accuracy: 1.0000
Epoch 302/400
4/4 [==============================] - 1s 163ms/step - loss: 5.6454e-06 - accuracy: 1.0000
Epoch 303/400
4/4 [==============================] - 1s 162ms/step - loss: 1.7077e-05 - accuracy: 1.0000
Epoch 304/400
4/4 [==============================] - 1s 163ms/step - loss: 7.8639e-07 - accuracy: 1.0000
Epoch 305/400
4/4 [==============================] - 1s 162ms/step - loss: 2.8957e-05 - accuracy: 1.0000
Epoch 306/400
4/4 [==============================] - 1s 161ms/step - loss: 6.4768e-06 - accuracy: 1.0000
Epoch 307/400
4/4 [==============================] - 1s 164ms/step - loss: 2.9281e-06 - accuracy: 1.0000
Epoch 308/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3670e-06 - accuracy: 1.0000
Epoch 309/400
4/4 [==============================] - 1s 163ms/step - loss: 5.6335e-07 - accuracy: 1.0000
Epoch 310/400
4/4 [==============================] - 1s 163ms/step - loss: 4.8749e-06 - accuracy: 1.0000
Epoch 311/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4487e-06 - accuracy: 1.0000
Epoch 312/400
4/4 [==============================] - 1s 162ms/step - loss: 4.1339e-07 - accuracy: 1.0000
Epoch 313/400
4/4 [==============================] - 1s 163ms/step - loss: 1.2420e-06 - accuracy: 1.0000
Epoch 314/400
4/4 [==============================] - 1s 161ms/step - loss: 4.0081e-06 - accuracy: 1.0000
Epoch 315/400
4/4 [==============================] - 1s 161ms/step - loss: 7.4530e-06 - accuracy: 1.0000
Epoch 316/400
4/4 [==============================] - 1s 162ms/step - loss: 1.1344e-06 - accuracy: 1.0000
Epoch 317/400
4/4 [==============================] - 1s 164ms/step - loss: 1.3228e-06 - accuracy: 1.0000
Epoch 318/400
4/4 [==============================] - 1s 162ms/step - loss: 3.9004e-06 - accuracy: 1.0000
Epoch 319/400
4/4 [==============================] - 1s 162ms/step - loss: 2.3551e-06 - accuracy: 1.0000
Epoch 320/400
4/4 [==============================] - 1s 162ms/step - loss: 8.1287e-06 - accuracy: 1.0000
Epoch 321/400
4/4 [==============================] - 1s 161ms/step - loss: 5.4117e-06 - accuracy: 1.0000
Epoch 322/400
4/4 [==============================] - 1s 162ms/step - loss: 9.9404e-07 - accuracy: 1.0000
Epoch 323/400
4/4 [==============================] - 1s 164ms/step - loss: 4.6085e-06 - accuracy: 1.0000
Epoch 324/400
4/4 [==============================] - 1s 164ms/step - loss: 3.3396e-06 - accuracy: 1.0000
Epoch 325/400
4/4 [==============================] - 1s 162ms/step - loss: 9.3429e-06 - accuracy: 1.0000
Epoch 326/400
4/4 [==============================] - 1s 161ms/step - loss: 8.3984e-06 - accuracy: 1.0000
Epoch 327/400
4/4 [==============================] - 1s 164ms/step - loss: 2.4878e-06 - accuracy: 1.0000
Epoch 328/400
4/4 [==============================] - 1s 162ms/step - loss: 1.9687e-06 - accuracy: 1.0000
Epoch 329/400
4/4 [==============================] - 1s 161ms/step - loss: 4.1713e-06 - accuracy: 1.0000
Epoch 330/400
4/4 [==============================] - 1s 163ms/step - loss: 1.8967e-06 - accuracy: 1.0000
Epoch 331/400
4/4 [==============================] - 1s 163ms/step - loss: 8.0994e-06 - accuracy: 1.0000
Epoch 332/400
4/4 [==============================] - 1s 163ms/step - loss: 6.1719e-07 - accuracy: 1.0000
Epoch 333/400
4/4 [==============================] - 1s 164ms/step - loss: 6.9471e-06 - accuracy: 1.0000
Epoch 334/400
4/4 [==============================] - 1s 162ms/step - loss: 5.9980e-06 - accuracy: 1.0000
Epoch 335/400
4/4 [==============================] - 1s 162ms/step - loss: 1.4420e-06 - accuracy: 1.0000
Epoch 336/400
4/4 [==============================] - 1s 163ms/step - loss: 1.8274e-06 - accuracy: 1.0000
Epoch 337/400
4/4 [==============================] - 1s 161ms/step - loss: 3.8216e-06 - accuracy: 1.0000
Epoch 338/400
4/4 [==============================] - 1s 162ms/step - loss: 0.0135 - accuracy: 0.9919
Epoch 339/400
4/4 [==============================] - 1s 161ms/step - loss: 7.9814e-06 - accuracy: 1.0000
Epoch 340/400
4/4 [==============================] - 1s 162ms/step - loss: 3.4258e-06 - accuracy: 1.0000
Epoch 341/400
4/4 [==============================] - 1s 162ms/step - loss: 9.2192e-07 - accuracy: 1.0000
Epoch 342/400
4/4 [==============================] - 1s 163ms/step - loss: 1.1190e-06 - accuracy: 1.0000
Epoch 343/400
4/4 [==============================] - 1s 161ms/step - loss: 1.0123e-06 - accuracy: 1.0000
Epoch 344/400
4/4 [==============================] - 1s 161ms/step - loss: 1.1902e-05 - accuracy: 1.0000
Epoch 345/400
4/4 [==============================] - 1s 161ms/step - loss: 8.6809e-07 - accuracy: 1.0000
Epoch 346/400
4/4 [==============================] - 1s 162ms/step - loss: 3.7082e-06 - accuracy: 1.0000
Epoch 347/400
4/4 [==============================] - 1s 162ms/step - loss: 1.2506e-05 - accuracy: 1.0000
Epoch 348/400
4/4 [==============================] - 1s 161ms/step - loss: 0.0023 - accuracy: 1.0000
Epoch 349/400
4/4 [==============================] - 1s 162ms/step - loss: 7.8254e-07 - accuracy: 1.0000
Epoch 350/400
4/4 [==============================] - 1s 161ms/step - loss: 3.2067e-06 - accuracy: 1.0000
Epoch 351/400
4/4 [==============================] - 1s 162ms/step - loss: 8.7289e-07 - accuracy: 1.0000
Epoch 352/400
4/4 [==============================] - 1s 163ms/step - loss: 6.2985e-06 - accuracy: 1.0000
Epoch 353/400
4/4 [==============================] - 1s 161ms/step - loss: 1.5131e-06 - accuracy: 1.0000
Epoch 354/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0664e-05 - accuracy: 1.0000
Epoch 355/400
4/4 [==============================] - 1s 162ms/step - loss: 7.3062e-07 - accuracy: 1.0000
Epoch 356/400
4/4 [==============================] - 1s 162ms/step - loss: 5.2663e-05 - accuracy: 1.0000
Epoch 357/400
4/4 [==============================] - 1s 162ms/step - loss: 1.3007e-06 - accuracy: 1.0000
Epoch 358/400
4/4 [==============================] - 1s 160ms/step - loss: 1.1248e-06 - accuracy: 1.0000
Epoch 359/400
4/4 [==============================] - 1s 164ms/step - loss: 2.3321e-06 - accuracy: 1.0000
Epoch 360/400
4/4 [==============================] - 1s 162ms/step - loss: 5.1689e-06 - accuracy: 1.0000
Epoch 361/400
4/4 [==============================] - 1s 162ms/step - loss: 2.5463e-06 - accuracy: 1.0000
Epoch 362/400
4/4 [==============================] - 1s 162ms/step - loss: 1.7169e-06 - accuracy: 1.0000
Epoch 363/400
4/4 [==============================] - 1s 160ms/step - loss: 2.1771e-05 - accuracy: 1.0000
Epoch 364/400
4/4 [==============================] - 1s 161ms/step - loss: 1.2161e-04 - accuracy: 1.0000
Epoch 365/400
4/4 [==============================] - 1s 161ms/step - loss: 1.0123e-05 - accuracy: 1.0000
Epoch 366/400
4/4 [==============================] - 1s 162ms/step - loss: 1.8909e-06 - accuracy: 1.0000
Epoch 367/400
4/4 [==============================] - 1s 162ms/step - loss: 1.5647e-05 - accuracy: 1.0000
Epoch 368/400
4/4 [==============================] - 1s 163ms/step - loss: 4.0412e-06 - accuracy: 1.0000
Epoch 369/400
4/4 [==============================] - 1s 163ms/step - loss: 1.2094e-06 - accuracy: 1.0000
Epoch 370/400
4/4 [==============================] - 1s 162ms/step - loss: 6.5757e-07 - accuracy: 1.0000
Epoch 371/400
4/4 [==============================] - 1s 163ms/step - loss: 4.0930e-06 - accuracy: 1.0000
Epoch 372/400
4/4 [==============================] - 1s 162ms/step - loss: 1.6785e-06 - accuracy: 1.0000
Epoch 373/400
4/4 [==============================] - 1s 160ms/step - loss: 1.3309e-05 - accuracy: 1.0000
Epoch 374/400
4/4 [==============================] - 1s 162ms/step - loss: 1.1171e-06 - accuracy: 1.0000
Epoch 375/400
4/4 [==============================] - 1s 162ms/step - loss: 3.4703e-06 - accuracy: 1.0000
Epoch 376/400
4/4 [==============================] - 1s 161ms/step - loss: 1.0315e-06 - accuracy: 1.0000
Epoch 377/400
4/4 [==============================] - 1s 162ms/step - loss: 1.0866e-05 - accuracy: 1.0000
Epoch 378/400
4/4 [==============================] - 1s 163ms/step - loss: 1.5314e-06 - accuracy: 1.0000
Epoch 379/400
4/4 [==============================] - 1s 164ms/step - loss: 9.4500e-07 - accuracy: 1.0000
Epoch 380/400
4/4 [==============================] - 1s 164ms/step - loss: 5.5261e-06 - accuracy: 1.0000
Epoch 381/400
4/4 [==============================] - 1s 161ms/step - loss: 6.8063e-07 - accuracy: 1.0000
Epoch 382/400
4/4 [==============================] - 1s 161ms/step - loss: 1.9965e-06 - accuracy: 1.0000
Epoch 383/400
4/4 [==============================] - 1s 161ms/step - loss: 5.5540e-06 - accuracy: 1.0000
Epoch 384/400
4/4 [==============================] - 1s 161ms/step - loss: 6.0546e-06 - accuracy: 1.0000
Epoch 385/400
4/4 [==============================] - 1s 162ms/step - loss: 8.5484e-06 - accuracy: 1.0000
Epoch 386/400
4/4 [==============================] - 1s 161ms/step - loss: 4.9881e-06 - accuracy: 1.0000
Epoch 387/400
4/4 [==============================] - 1s 163ms/step - loss: 1.0882e-06 - accuracy: 1.0000
Epoch 388/400
4/4 [==============================] - 1s 162ms/step - loss: 2.0129e-06 - accuracy: 1.0000
Epoch 389/400
4/4 [==============================] - 1s 161ms/step - loss: 7.8157e-07 - accuracy: 1.0000
Epoch 390/400
4/4 [==============================] - 1s 160ms/step - loss: 1.0398e-05 - accuracy: 1.0000
Epoch 391/400
4/4 [==============================] - 1s 164ms/step - loss: 1.0132e-06 - accuracy: 1.0000
Epoch 392/400
4/4 [==============================] - 1s 162ms/step - loss: 4.7604e-06 - accuracy: 1.0000
Epoch 393/400
4/4 [==============================] - 1s 160ms/step - loss: 8.9982e-07 - accuracy: 1.0000
Epoch 394/400
4/4 [==============================] - 1s 161ms/step - loss: 5.1441e-06 - accuracy: 1.0000
Epoch 395/400
4/4 [==============================] - 1s 161ms/step - loss: 9.6517e-07 - accuracy: 1.0000
Epoch 396/400
4/4 [==============================] - 1s 163ms/step - loss: 9.9210e-07 - accuracy: 1.0000
Epoch 397/400
4/4 [==============================] - 1s 162ms/step - loss: 4.4703e-07 - accuracy: 1.0000
Epoch 398/400
4/4 [==============================] - 1s 162ms/step - loss: 5.5759e-07 - accuracy: 1.0000
Epoch 399/400
4/4 [==============================] - 1s 161ms/step - loss: 1.8794e-06 - accuracy: 1.0000
Epoch 400/400
4/4 [==============================] - 1s 160ms/step - loss: 5.5182e-07 - accuracy: 1.0000
# Define a function to load batch data for test
def load_test_batch_data(batch_no):
images_test = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_test_v2/images_test_batch_{batch_no}.npy')
return images_test
# Load the trained model
# model = load_model('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
# Randomly select a batch number
batch_no = random.randint(0, 7) # Change this to match the number of test batches you have
# Load the batch data
images_test = load_test_batch_data(batch_no)
# Randomly select an image index
image_index = random.randint(0, len(images_test) - 1)
# Get the image and make a prediction
image = images_test[image_index]
pred = model.predict(np.expand_dims(image, axis=0))
pred_class = np.argmax(pred)
confidence = np.max(pred)
label = labels.loc[pred_class, 'labels']
# Plot the image
plt.imshow(image)
plt.title(f"Predicted Class: {pred_class}, Confidence: {confidence:.2%}, Label: {label}")
plt.show()
1/1 [==============================] - 0s 19ms/step
Now let's compare on eye
# Define a function to load batch data for test
def load_test_batch_data(batch_no):
images_test = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_test_v2/images_test_batch_{batch_no}.npy')
return images_test
# Randomly select a batch number
batch_no = random.randint(0, 7) # Change this to match the number of test batches you have
# Load the batch data
images_test = load_test_batch_data(batch_no)
# Randomly select an image index
image_index = random.randint(0, len(images_test) - 1)
# Get the image and make a prediction
image = images_test[image_index]
pred = model.predict(np.expand_dims(image, axis=0))
pred_class = np.argmax(pred)
label = labels.loc[pred_class, 'labels']
# Plot the image
plt.imshow(image)
plt.title(f"Predicted Class: {pred_class}, Label: {label}")
plt.show()
1/1 [==============================] - 0s 19ms/step
Let's remind us the README.txt instructions:
Files for submission should be .txt files with the class prediction for image M on line M. Note that image M corresponds to the Mth annotation in the provided annotation file. An example of a file in this format is train_perfect_preds.txt
Included in the devkit are a script for evaluating training accuracy, eval_train.m. Usage is:
(in MATLAB)
[accuracy, confusion_matrix] = eval_train('train_perfect_preds.txt')
If your training predictions work with this function then your testing predictions should be good to go for the evaluation server, assuming that they're in the same format as your training predictions.
Unfortunatelly, this wouldn't be possible. You may ask yourself why? Well, if you remember, we skipped images in the test fails which didn't exists in dataset.
This 134 skipped images are at random positions. however in our train_perfect_preds.txt, we have all of the 8144, while in our submission.txt generated file, we have only 7862. So not only the skipped files, but there are even missing rows from the data. Unfortunatelly, this is something that I could't predict earlier, I spent so many weeks working on this Convolutional Neural Network project, that I oversaw this. So, you can use for validation, the Verification tab above, because even if compare the two files, there will be a total dissmatch.
However if the both txt files had the same entries, this is how this comparison would look like:
def load_test_batch_data(batch_no):
images_test = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_test_v2/images_test_batch_{batch_no}.npy')
return images_test
# Load the trained model
model = load_model('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
# Initialize empty list to store predictions
predictions = []
# Load test data in batches and make predictions
for batch_no in range(8): # Change this to match the number of test batches you have
images_test = load_test_batch_data(batch_no)
pred = model.predict(images_test)
# The output of model.predict is softmax probabilities, to get the predicted class we use argmax
pred_classes = np.argmax(pred, axis=1)
predictions.extend(pred_classes)
# Convert list to numpy array
predictions = np.array(predictions)
# Define the path for the submission file
submission_file = '/content/drive/MyDrive/stanford-cars-dataset-v2/submission.txt'
# Write the class predictions to the submission file
with open(submission_file, 'w') as file:
for prediction in predictions:
file.write(f'{prediction}\n')
print("Submission file generated successfully.")
# Define the paths for the submission file and the training predictions file
submission_file = '/content/drive/MyDrive/stanford-cars-dataset-v2/submission.txt'
train_preds_file = '/content/drive/MyDrive/stanford-cars-dataset-v2/car_devkit/devkit/train_perfect_preds.txt'
# Load the class predictions from the submission file
with open(submission_file, 'r') as file:
submission_preds = [int(line.strip()) for line in file]
# Load the class predictions from the training predictions file
with open(train_preds_file, 'r') as file:
train_preds = [int(line.strip()) for line in file]
# Calculate the accuracy percentage
num_correct = sum(1 for sub, train in zip(submission_preds, train_preds) if sub == train)
accuracy = (num_correct / len(submission_preds)) * 100
print(f"Accuracy: {accuracy}%")
Accuracy: 0.5469346222335284%
Increasing the Complexity of the Model: While the current model is a good starting point, it might not be complex enough to handle the intricacies of a large dataset like Stanford Cars, which has 196 classes. Consider using a deeper model or even a pre-trained model such as ResNet50, VGG16, or EfficientNet. These architectures are designed to handle complex image datasets and might provide better results.
Data Augmentation: Data augmentation is a technique that can increase the diversity of your training data without actually collecting new data. Augmentation techniques such as flipping, rotation, scaling, etc., can make your model more robust to changes in the input data.
Using Early Stopping and Model Checkpointing: Early stopping allows you to stop training when the model performance no longer improves on a held out validation dataset. Model checkpointing allows you to save the model that achieves the best performance on the validation dataset. These techniques can help you avoid overfitting.
Using a Validation Set: Divide your training set into a training set and a validation set. The validation set is used during the training phase to get an unbiased estimate of the model skill on unseen data.
The train_test_split function from the sklearn library will be used to split your existing training data into a "smaller" training set and a validation set. This is different from your test set.
The reason to create a validation set in addition to the test set is to evaluate how well the model is learning during training (i.e., before testing on the test set).
from sklearn.model_selection import train_test_split
# Define a function to load batch data
def load_batch_data(batch_no):
images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
return images_train, labels_train
# Load the EfficientNet model
base_model = EfficientNetB0(weights='imagenet', include_top=False, input_shape=(224, 224, 3))
x = base_model.output
# Add custom layers
x = GlobalAveragePooling2D()(x)
x = Dropout(0.5)(x)
x = Dense(512, activation='relu')(x)
x = Dropout(0.5)(x)
predictions = Dense(196, activation='softmax')(x)
# Define the final model
model = Model(inputs=base_model.input, outputs=predictions)
# Freeze the layers of the base model
for layer in base_model.layers:
layer.trainable = False
# Compile the model
model.compile(optimizer=Adam(learning_rate=0.0001), loss='categorical_crossentropy', metrics=['accuracy'])
# Use data augmentation
datagen = ImageDataGenerator(rotation_range=20,
zoom_range=0.15,
width_shift_range=0.2,
height_shift_range=0.2,
shear_range=0.15,
horizontal_flip=True,
fill_mode="nearest",
validation_split=0.2) # Set validation split
# Train the model with each batch
for batch_no in range(9):
images_train, labels_train = load_batch_data(batch_no)
# Perform train-validation split
X_train, X_val, y_train, y_val = train_test_split(images_train, labels_train, test_size=0.2, random_state=42)
# Convert the labels to categorical
y_train = to_categorical(y_train, num_classes=196)
y_val = to_categorical(y_val, num_classes=196)
# Fit the data to the model
train_generator = datagen.flow(X_train, y_train, batch_size=32)
validation_generator = datagen.flow(X_val, y_val, batch_size=32)
model.fit(train_generator, epochs=50, validation_data=validation_generator)
# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) <ipython-input-19-844c9199d46e> in <cell line: 41>() 40 # Train the model with each batch 41 for batch_no in range(9): ---> 42 images_train, labels_train = load_batch_data(batch_no) 43 44 # Perform train-validation split <ipython-input-19-844c9199d46e> in load_batch_data(batch_no) 3 # Define a function to load batch data 4 def load_batch_data(batch_no): ----> 5 images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy') 6 labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy') 7 return images_train, labels_train /usr/local/lib/python3.10/dist-packages/numpy/lib/npyio.py in load(file, mmap_mode, allow_pickle, fix_imports, encoding) 428 return format.open_memmap(file, mode=mmap_mode) 429 else: --> 430 return format.read_array(fid, allow_pickle=allow_pickle, 431 pickle_kwargs=pickle_kwargs) 432 else: /usr/local/lib/python3.10/dist-packages/numpy/lib/format.py in read_array(fp, allow_pickle, pickle_kwargs) 754 if isfileobj(fp): 755 # We can use the fast fromfile() function. --> 756 array = numpy.fromfile(fp, dtype=dtype, count=count) 757 else: 758 # This is not a real file. We have to read it the KeyboardInterrupt:
Results are pretty bad. Let's try to make the model even more complicated. This new architecture uses EfficientNetB0 as a base model, which is a more complex model than the simple convolutional layers you were using before. This might help to capture more complex patterns in the data. Additionally, dropout layers have been added to help prevent overfitting, and data augmentation is used to increase the size and diversity of the training data.
from keras.applications import EfficientNetB0
from keras.layers import Dense, Dropout, GlobalAveragePooling2D
from keras.models import Model
from keras.optimizers import Adam
from sklearn.model_selection import train_test_split
from collections import Counter
def load_batch_data(batch_no):
images_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/images_train_batch_{batch_no}.npy')
labels_train = np.load(f'/content/drive/MyDrive/stanford-cars-dataset-v2/processed-data/cars_train_v2/labels_train_batch_{batch_no}.npy')
return images_train, labels_train
# Loading pre-trained model
base_model = EfficientNetB0(weights='imagenet', include_top=False, input_shape=(224, 224, 3))
x = base_model.output
# Adding custom layers
x = GlobalAveragePooling2D()(x)
x = Dense(1024, activation='relu')(x)
x = Dropout(0.5)(x)
predictions = Dense(196, activation='softmax')(x)
# Define the model
model = Model(inputs=base_model.input, outputs=predictions)
# Set lower layers non-trainable
for layer in model.layers[:-5]:
layer.trainable = False
# Compile the model
model.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])
# Train the model with each batch
for batch_no in range(9):
images_train, labels_train = load_batch_data(batch_no)
# Flatten the labels
labels_train_1d = labels_train.flatten()
# Calculate the count of each class
counter = Counter(labels_train_1d)
# Find the classes that have at least 2 samples
eligible_classes = [k for k, v in counter.items() if v > 1]
# Separate the data based on the eligibility
eligible_data = [(image, label) for image, label in zip(images_train, labels_train_1d) if label in eligible_classes]
ineligible_data = [(image, label) for image, label in zip(images_train, labels_train_1d) if label not in eligible_classes]
# If there is eligible data, split it into training and validation sets
if eligible_data:
X_eligible, y_eligible = zip(*eligible_data)
X_train_eligible, X_val_eligible, y_train_eligible, y_val_eligible = train_test_split(X_eligible, y_eligible, test_size=0.2, random_state=42, stratify=y_eligible)
else:
X_train_eligible, X_val_eligible, y_train_eligible, y_val_eligible = [], [], [], []
# If there is ineligible data, include all of it in the training set
if ineligible_data:
X_ineligible, y_ineligible = zip(*ineligible_data)
X_train_ineligible, y_train_ineligible = list(X_ineligible), list(y_ineligible)
else:
X_train_ineligible, y_train_ineligible = [], []
# Combine the eligible and ineligible data
X_train = np.concatenate([X_train_eligible, X_train_ineligible])
y_train = np.concatenate([y_train_eligible, y_train_ineligible])
X_val = np.array(X_val_eligible)
y_val = np.array(y_val_eligible)
# Fit the model
model.fit(X_train, y_train, validation_data=(X_val, y_val), epochs=50)
# Save the model
model.save('/content/drive/MyDrive/stanford-cars-dataset-v2/models/model.h5')
Epoch 1/50 25/25 [==============================] - 12s 145ms/step - loss: 5.3101 - accuracy: 0.0077 - val_loss: 5.2460 - val_accuracy: 0.0104 Epoch 2/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2730 - accuracy: 0.0103 - val_loss: 5.2232 - val_accuracy: 0.0156 Epoch 3/50 25/25 [==============================] - 2s 73ms/step - loss: 5.2444 - accuracy: 0.0090 - val_loss: 5.2191 - val_accuracy: 0.0156 Epoch 4/50 25/25 [==============================] - 2s 73ms/step - loss: 5.2400 - accuracy: 0.0103 - val_loss: 5.2078 - val_accuracy: 0.0156 Epoch 5/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2454 - accuracy: 0.0129 - val_loss: 5.2038 - val_accuracy: 0.0156 Epoch 6/50 25/25 [==============================] - 2s 73ms/step - loss: 5.2343 - accuracy: 0.0155 - val_loss: 5.2005 - val_accuracy: 0.0156 Epoch 7/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2246 - accuracy: 0.0103 - val_loss: 5.1987 - val_accuracy: 0.0156 Epoch 8/50 25/25 [==============================] - 2s 75ms/step - loss: 5.2369 - accuracy: 0.0129 - val_loss: 5.1987 - val_accuracy: 0.0156 Epoch 9/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2130 - accuracy: 0.0168 - val_loss: 5.1955 - val_accuracy: 0.0156 Epoch 10/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2184 - accuracy: 0.0129 - val_loss: 5.1947 - val_accuracy: 0.0156 Epoch 11/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2126 - accuracy: 0.0129 - val_loss: 5.1922 - val_accuracy: 0.0156 Epoch 12/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2158 - accuracy: 0.0065 - val_loss: 5.1904 - val_accuracy: 0.0156 Epoch 13/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2285 - accuracy: 0.0077 - val_loss: 5.1919 - val_accuracy: 0.0156 Epoch 14/50 25/25 [==============================] - 2s 75ms/step - loss: 5.2168 - accuracy: 0.0090 - val_loss: 5.1900 - val_accuracy: 0.0156 Epoch 15/50 25/25 [==============================] - 2s 76ms/step - loss: 5.2080 - accuracy: 0.0142 - val_loss: 5.1920 - val_accuracy: 0.0156 Epoch 16/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2173 - accuracy: 0.0142 - val_loss: 5.1916 - val_accuracy: 0.0156 Epoch 17/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2153 - accuracy: 0.0116 - val_loss: 5.1887 - val_accuracy: 0.0156 Epoch 18/50 25/25 [==============================] - 2s 75ms/step - loss: 5.2071 - accuracy: 0.0142 - val_loss: 5.1872 - val_accuracy: 0.0156 Epoch 19/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2067 - accuracy: 0.0116 - val_loss: 5.1876 - val_accuracy: 0.0156 Epoch 20/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2119 - accuracy: 0.0077 - val_loss: 5.1871 - val_accuracy: 0.0104 Epoch 21/50 25/25 [==============================] - 2s 75ms/step - loss: 5.2083 - accuracy: 0.0090 - val_loss: 5.1877 - val_accuracy: 0.0156 Epoch 22/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2128 - accuracy: 0.0116 - val_loss: 5.1872 - val_accuracy: 0.0156 Epoch 23/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2154 - accuracy: 0.0142 - val_loss: 5.1885 - val_accuracy: 0.0156 Epoch 24/50 25/25 [==============================] - 2s 75ms/step - loss: 5.2049 - accuracy: 0.0129 - val_loss: 5.1896 - val_accuracy: 0.0156 Epoch 25/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2028 - accuracy: 0.0168 - val_loss: 5.1875 - val_accuracy: 0.0104 Epoch 26/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2104 - accuracy: 0.0090 - val_loss: 5.1864 - val_accuracy: 0.0156 Epoch 27/50 25/25 [==============================] - 2s 75ms/step - loss: 5.2070 - accuracy: 0.0142 - val_loss: 5.1868 - val_accuracy: 0.0156 Epoch 28/50 25/25 [==============================] - 2s 87ms/step - loss: 5.2184 - accuracy: 0.0142 - val_loss: 5.1885 - val_accuracy: 0.0156 Epoch 29/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2024 - accuracy: 0.0168 - val_loss: 5.1888 - val_accuracy: 0.0156 Epoch 30/50 25/25 [==============================] - 2s 74ms/step - loss: 5.1929 - accuracy: 0.0116 - val_loss: 5.1892 - val_accuracy: 0.0156 Epoch 31/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2091 - accuracy: 0.0116 - val_loss: 5.1883 - val_accuracy: 0.0156 Epoch 32/50 25/25 [==============================] - 2s 73ms/step - loss: 5.2082 - accuracy: 0.0116 - val_loss: 5.1884 - val_accuracy: 0.0156 Epoch 33/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2034 - accuracy: 0.0129 - val_loss: 5.1885 - val_accuracy: 0.0156 Epoch 34/50 25/25 [==============================] - 2s 75ms/step - loss: 5.2120 - accuracy: 0.0142 - val_loss: 5.1870 - val_accuracy: 0.0156 Epoch 35/50 25/25 [==============================] - 2s 75ms/step - loss: 5.2088 - accuracy: 0.0155 - val_loss: 5.1897 - val_accuracy: 0.0156 Epoch 36/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2120 - accuracy: 0.0142 - val_loss: 5.1896 - val_accuracy: 0.0156 Epoch 37/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2081 - accuracy: 0.0155 - val_loss: 5.1890 - val_accuracy: 0.0156 Epoch 38/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2089 - accuracy: 0.0155 - val_loss: 5.1897 - val_accuracy: 0.0156 Epoch 39/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2109 - accuracy: 0.0142 - val_loss: 5.1891 - val_accuracy: 0.0156 Epoch 40/50 25/25 [==============================] - 2s 74ms/step - loss: 5.1968 - accuracy: 0.0039 - val_loss: 5.1883 - val_accuracy: 0.0156 Epoch 41/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2027 - accuracy: 0.0142 - val_loss: 5.1869 - val_accuracy: 0.0156 Epoch 42/50 25/25 [==============================] - 2s 75ms/step - loss: 5.1975 - accuracy: 0.0206 - val_loss: 5.1864 - val_accuracy: 0.0104 Epoch 43/50 25/25 [==============================] - 2s 73ms/step - loss: 5.2003 - accuracy: 0.0142 - val_loss: 5.1843 - val_accuracy: 0.0104 Epoch 44/50 25/25 [==============================] - 2s 74ms/step - loss: 5.2034 - accuracy: 0.0142 - val_loss: 5.1842 - val_accuracy: 0.0156 Epoch 45/50 25/25 [==============================] - 2s 75ms/step - loss: 5.1987 - accuracy: 0.0129 - val_loss: 5.1838 - val_accuracy: 0.0156 Epoch 46/50 25/25 [==============================] - 2s 75ms/step - loss: 5.2000 - accuracy: 0.0065 - val_loss: 5.1837 - val_accuracy: 0.0156 Epoch 47/50 25/25 [==============================] - 2s 75ms/step - loss: 5.2047 - accuracy: 0.0103 - val_loss: 5.1837 - val_accuracy: 0.0156 Epoch 48/50 25/25 [==============================] - 2s 77ms/step - loss: 5.1978 - accuracy: 0.0129 - val_loss: 5.1848 - val_accuracy: 0.0156 Epoch 49/50 25/25 [==============================] - 2s 76ms/step - loss: 5.1961 - accuracy: 0.0103 - val_loss: 5.1862 - val_accuracy: 0.0156 Epoch 50/50 25/25 [==============================] - 2s 75ms/step - loss: 5.2054 - accuracy: 0.0129 - val_loss: 5.1867 - val_accuracy: 0.0156
--------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-18-1a1535b4efac> in <cell line: 36>() 53 if eligible_data: 54 X_eligible, y_eligible = zip(*eligible_data) ---> 55 X_train_eligible, X_val_eligible, y_train_eligible, y_val_eligible = train_test_split(X_eligible, y_eligible, test_size=0.2, random_state=42, stratify=y_eligible) 56 else: 57 X_train_eligible, X_val_eligible, y_train_eligible, y_val_eligible = [], [], [], [] /usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py in train_test_split(test_size, train_size, random_state, shuffle, stratify, *arrays) 2581 cv = CVClass(test_size=n_test, train_size=n_train, random_state=random_state) 2582 -> 2583 train, test = next(cv.split(X=arrays[0], y=stratify)) 2584 2585 return list( /usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py in split(self, X, y, groups) 1687 """ 1688 X, y, groups = indexable(X, y, groups) -> 1689 for train, test in self._iter_indices(X, y, groups): 1690 yield train, test 1691 /usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py in _iter_indices(self, X, y, groups) 2089 ) 2090 if n_test < n_classes: -> 2091 raise ValueError( 2092 "The test_size = %d should be greater or " 2093 "equal to the number of classes = %d" % (n_test, n_classes) ValueError: The test_size = 185 should be greater or equal to the number of classes = 189